#load packages
require(ggplot2)
require(dplyr)
require(tidyr)
require(readxl)
require(openxlsx)
require(broom)
require(stringr)
library(sjPlot)
library(sjmisc)
library(purrr)
library(lmtest)
library(sandwich)
library(estimatr)
library(stats)
library(tibble)
library(MASS)
library(car)
library(corrplot)
library(tipr)
require(sensemakr)
library(margins)
library(robust)
#load short data frame: case x defendant level
df_short <- readxl::read_excel('../01_preprocessed_data/hidden/full_short.xlsx') %>%
mutate(punishment_prison_days_conditiional = as.numeric(punishment_prison_days_conditiional),
case_district_court = relevel(factor(case_district_court), "Oslo tingrett"))#reorder factor for regr. analysis
### FUNCTION: extract_vars ###
# @param cur_fp: filepath to spreadsheet containing variable list
# @param cur_sheet: sheet name containing variable list
#
# returns: vector of variables
extract_vars <- function(cur_fp, cur_sheet){
cur_df <- readxl::read_excel(cur_fp, sheet = cur_sheet)
return(cur_df$vars)
}
fp_desc <- '../02_config/config_descriptives.xlsx' #file path for descriptive variables
fp_regr <- '../02_config/config_regression.xlsx' #file path for regression variables
#load variables into vectors
defendant_chars_descriptive <- extract_vars(fp_desc, 'defendant_chars')
judge_chars_descriptive <- extract_vars(fp_desc,'judge_chars')
outcomes_descriptive <- extract_vars(fp_desc, 'outcomes')
defendant_chars_regression <- extract_vars(fp_regr, 'defendant_chars')
judge_chars_regression <- extract_vars(fp_regr,'judge_chars')
outcomes_regression <- extract_vars(fp_regr, 'outcomes')
circs_regression <- openxlsx::read.xlsx('../02_config/aggravating_mitigating_circs.xlsx')$col
sections_regression <- openxlsx::read.xlsx('../02_config/sections.xlsx')$col
sections_descriptive <- sections_regression
#set up output filepath/folder
output_fp <- '../03_results/robustness_checks/'
dir.create(output_fp, showWarnings = F)
#set up dataframe that contains only people who receive prison sentences & logged DV
df_short_prison_only <- df_short %>%
filter(punishment_prison_days > 0) %>%
mutate(punishment_prison_days_log = log(punishment_prison_days))
#function that computes summary statistics for variable in df
iv_summary_stats <- function(df, variable){
summary_row <- df %>%
summarise(var = variable,
min = min(!!sym(variable), na.rm = T),
mean = mean(!!sym(variable), na.rm = T),
median = median(!!sym(variable), na.rm = T),
max = max(!!sym(variable), na.rm = T),
sd = sd(!!sym(variable), na.rm = T),
NA_count = sum(is.na(!!sym(variable))))
return(summary_row)
}
#compute summary statistics for judge and defendant characteristics as well as punishment variables
summary_df_ivs_dvs <- map_df(c(judge_chars_regression, defendant_chars_regression, outcomes_regression), ~ iv_summary_stats(df_short, .x))
#save summary stats
write.csv(summary_df_ivs_dvs, paste0(output_fp, 'summary_ivs_dvs.csv'))
#function that computes summary stats for sections, including typical prison sentences
section_summary_stats <- function(df, variable){
summary_row <- df %>%
filter(!!sym(variable) == 1) %>%
summarise(
section = variable,
count = n(),
min_prison_time = min(punishment_prison_days, na.rm = T),
mean_prison_time = mean(punishment_prison_days, na.rm = T),
median_prison_time = median(punishment_prison_days, na.rm = T),
max_prison_time = max(punishment_prison_days, na.rm = T),
sd_prison_time = sd(punishment_prison_days, na.rm = T),
share_prison_time = sum(punishment_prison_days > 0, na.rm = T)/count
)
}
#compute summary statistics for all sections in our dataset
summary_df_sections <- map_df(sections_regression, ~ section_summary_stats(df_short, .x))
#save
write.csv(summary_df_sections, paste0(output_fp, 'summary_sections.csv'))
mean(df_short$punishment_prison_days, na.rm = T)
## [1] 88.79297
var(df_short$punishment_prison_days, na.rm = T)
## [1] 55706
Mean is much lower than variance: over-dispersion is present!
#basic model to check main effects for judges and defendants
fr <- paste0('punishment_prison_days ~ ', paste(c(defendant_chars_regression, judge_chars_regression, sections_regression, circs_regression), collapse = ' + '))
#use full dataset because the reason for using negative binomial model is to deal with the over-dispersion of zeroes from defendants who weren't convicted for any prison time
fit_basic <- glm.nb(formula = as.formula(fr), data = df_short)
#convert model to tidy df structure and save
fit_basic_df <- fit_basic %>%
tidy() %>%
mutate(sig_level = case_when(p.value < 0.01 ~ '***',
p.value < 0.05 ~ '**',
p.value < 0.1 ~ '*',
.default = 'not sig.'))
write.csv(fit_basic_df, paste0(output_fp, 'nbreg_basic.csv'))
#interaction model to check interaction between defendant gender and migration background
fr_gender_migr_brackground <- paste0('punishment_prison_days ~ defendant_is_woman * defendant_some_foreign_background + ', paste(c(defendant_chars_regression, judge_chars_regression, sections_regression, circs_regression), collapse = ' + '))
fit_gender_migr_background<- glm.nb(formula = as.formula(fr_gender_migr_brackground), data = df_short)
fit_gender_migr_background_df <- fit_gender_migr_background %>%
tidy() %>%
mutate(sig_level = case_when(p.value < 0.01 ~ '***',
p.value < 0.05 ~ '**',
p.value < 0.1 ~ '*',
.default = 'not sig.'))
write.csv(fit_gender_migr_background_df, paste0(output_fp, 'nbreg_gender_migr_background.csv'))
#interaction model to check interaction between judge age and defendant migration background
fr_judge_age_migr_brackground <- paste0('punishment_prison_days ~ judge_age * defendant_some_foreign_background + ', paste(c(defendant_chars_regression, judge_chars_regression, sections_regression, circs_regression), collapse = ' + '))
fit_judge_age_migr_background<- glm.nb(formula = as.formula(fr_judge_age_migr_brackground), data = df_short)
fit_judge_age_migr_background_df <- fit_judge_age_migr_background %>%
tidy() %>%
mutate(sig_level = case_when(p.value < 0.01 ~ '***',
p.value < 0.05 ~ '**',
p.value < 0.1 ~ '*',
.default = 'not sig.'))
write.csv(fit_judge_age_migr_background_df, paste0(output_fp, 'nbreg_judge_age_migr_background.csv'))
Interpretation: each unit increase in IV is associated with beta1 log units in DV.
#calculate correlation matrix
cor_matrix <- cor(df_short[c(defendant_chars_regression, judge_chars_regression, sections_regression, circs_regression)], use = "complete.obs")
#compute VIF for main model
fit_basic_ols <- lm(fr, data = df_short)
vif <- vif(fit_basic_ols)
vif
## defendant_age
## 1.222479
## defendant_is_woman
## 1.058412
## defendant_some_foreign_background
## 1.229296
## defendant_log_net_income
## 1.139086
## case_is_not_oslo
## 1.186670
## defendant_is_married
## 1.133931
## judge_age
## 1.409184
## judge_is_woman
## 1.059169
## judge_some_foreign_background
## 1.039519
## judge_log_net_income
## 1.242710
## judge_is_married
## 1.178426
## convicted_stay_of_execution_.conditional_imprisonment_.
## 1.044772
## convicted_bodily_injury
## 1.306418
## convicted_drug_offense
## 1.362143
## convicted_illegal_arming_in_a_public_place
## 1.312057
## convicted_participation
## 1.253160
## convicted_courtesy
## 1.132720
## convicted_general_violation_of_traffic_act_1
## 4.274269
## convicted_drinking_within_six_hours_of_traffic_investigation
## 2.990055
## convicted_acquisition_possession_and_use_of_drugs
## 26.898898
## convicted_section_24_of_the_medicines_act_other
## 26.825604
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.
## 1.222484
## convicted_road_traffic_act_other_1
## 22.279648
## convicted_violating_traffic_signage_act
## 22.072008
## convicted_temporary_suspension_of_driving_lisence
## 1.801617
## convicted_assault_and_battery
## 1.379581
## convicted_reckless_behavior
## 1.132228
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint
## 1.216856
## convicted_damage
## 1.200833
## convicted_threats
## 1.241524
## convicted_grievous_bodily_harm
## 1.161413
## convicted_serious_drug_offense
## 1.224351
## convicted_aggravated_assault
## 1.120748
## convicted_intention_of_committing_an_offens
## 1.085710
## convicted_theft
## 2.013469
## convicted_road_traffic_act_other_5
## 1.201698
## convicted_violating_basic_traffic_rules
## 1.236932
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.
## 1.154857
## convicted_obstruction_of_a_public_official
## 1.201187
## convicted_aggravated_theft
## 1.383507
## convicted_fraud
## 2.406969
## convicted_judgment_in_arrears
## 1.050262
## convicted_abuse_in_close_relationships
## 1.081171
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official
## 1.432520
## convicted_violation_of_police_act
## 1.177058
## convicted_serious_fraud
## 1.648182
## convicted_disorderly_conduct
## 1.219721
## convicted_minor_theft
## 1.391018
## convicted_unauthorized_entry_or_stay
## 1.218590
## convicted_theft_of_motor_vehicles_etc
## 1.175021
## convicted_road_traffic_act_other_4
## 1.089898
## convicted_incorrect_explanation
## 2.351639
## convicted_document_forgery
## 1.067676
## convicted_breach_of_the_duty_of_identification
## 1.137795
## convicted_violation_in_prison
## 1.042586
## group1_mitigating_confession
## 1.178298
## group1_aggravating_other
## 1.123243
## group1_aggravating_repeated_offense
## 1.161747
## group1_aggravating_driving
## 1.708303
## group1_mitigating_processing_time
## 1.113241
## group1_aggravating_life_health
## 1.261143
## group1_mitigating_other
## 1.035579
## group1_aggravating_victim
## 1.347301
## group1_aggravating_threats
## 1.279233
## group1_aggravating_place
## 1.267283
## group1_aggravating_severe
## 1.159741
## group1_aggravating_preventative
## 1.087771
## group1_aggravating_violation
## 1.203078
## group1_aggravating_cumulative_offense
## 1.063440
## group1_aggravating_children
## 1.117673
## group1_aggravating_drugs
## 1.163238
## group1_mitigating_burden
## 1.072365
## group1_mitigating_cause
## 1.148530
## group1_aggravating_object
## 1.186814
## group1_mitigating_potential_rehabilitation
## 1.052893
## group1_mitigating_minor
## 1.067410
A few variables exhibit high degrees of multicollinearity. Specifically, ‘convicted_acquisition_possession_and_use_of_drugs’ and ‘convicted_section_24_of_the_medicines_act_other’ as well as ‘convicted_road_traffic_act_other_1’ and ‘convicted_violating_traffic_signage_act’ are highly correlated. Since none of these variables are explanatory variables of interest, multicollinearity should be of no concern!
Note: I chose to use vanilla OLS standard errors for these sensitivity tests because they were generally (and somewhat surprisingly) larger than clustered standard errors.
#Independent variables for which to conduct sensitivity analysis
senstivity_df <- data.frame(treatments_to_analyze = c('defendant_is_woman', 'defendant_log_net_income', 'defendant_age', 'judge_age'))
#function to identify variable most correlated in absolute terms with target_var except target_var itself
find_most_correlated_var <- function(cor_matrix, target_var){
diag(cor_matrix) <- NA
cor_matrix <- abs(cor_matrix)
return(names(which.max(cor_matrix[target_var,])))
}
#for each of the IVs of interest identify the circ variable it is most correlated with
senstivity_df$benchmark <- map(senstivity_df$treatments_to_analyze, ~ find_most_correlated_var(cor_matrix[,circs_regression], .x))
#restrict data set to cases that resulted in prison time and add logged prison days variable
data_restricted <- df_short %>%
filter(punishment_prison_days > 0) %>%
mutate(punishment_prison_days_logged = log(punishment_prison_days))
#run additional model, analogous to 'reportable_figures.Rmd': prison days only and logged prison days variable
fr_logged <- paste0('punishment_prison_days_logged ~ ', paste(c(defendant_chars_regression, judge_chars_regression, sections_regression, circs_regression), collapse = ' + '))
fit_restricted_ols <- lm(formula = fr, data = data_restricted)
fit_restricted_ols_logged <- lm(formula = fr_logged, data = data_restricted)
#dataframe that maps each IV to the three models
senstivity_df_expanded <- expand_grid(senstivity_df, model = c('fit_basic_ols', 'fit_restricted_ols', 'fit_restricted_ols_logged')) %>%
mutate(benchmark = as.character(benchmark))
#function to run sensemaker sensitivity analyses on 'treatment' in 'model' relative to 'benchmark'
sensitivity_analysis <- function(model, treatment, benchmark){
se <- summary(model)$coefficients[, "Std. Error"]
model_sensitivity <- sensemakr(model = model,
treatment = treatment,
benchmark_covariates = benchmark,
alpha = 0.05,
q = 1,
kd = 1:3,
se = se)
print(model_sensitivity)
plot(model_sensitivity) #effect size sensitivity
plot(model_sensitivity, sensitivity.of = 't-value') #significance sensitivity
plot(model_sensitivity, type = 'extreme') #sensitivity to a confounder that explains all of the remaining variance in the DV
}
#run sensitivity tests for each IV of interest and each model
for(i in 1:nrow(senstivity_df_expanded)){
cur_row <- senstivity_df_expanded[i,]
print(paste0('Analyzing ', cur_row$treatments_to_analyze[1], ' in ', cur_row$model[1], ' for OVB using ', cur_row$benchmark[1], ' as a benchmark'))
sensitivity_analysis(get(cur_row$model[1]), cur_row$treatments_to_analyze[1], cur_row$benchmark[1])
}
## [1] "Analyzing defendant_is_woman in fit_basic_ols for OVB using group1_aggravating_repeated_offense as a benchmark"
## Sensitivity Analysis to Unobserved Confounding
##
## Model Formula: punishment_prison_days ~ defendant_age + defendant_is_woman +
## defendant_some_foreign_background + defendant_log_net_income +
## case_is_not_oslo + defendant_is_married + judge_age + judge_is_woman +
## judge_some_foreign_background + judge_log_net_income + judge_is_married +
## convicted_stay_of_execution_.conditional_imprisonment_. +
## convicted_bodily_injury + convicted_drug_offense + convicted_illegal_arming_in_a_public_place +
## convicted_participation + convicted_courtesy + convicted_general_violation_of_traffic_act_1 +
## convicted_drinking_within_six_hours_of_traffic_investigation +
## convicted_acquisition_possession_and_use_of_drugs + convicted_section_24_of_the_medicines_act_other +
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. +
## convicted_road_traffic_act_other_1 + convicted_violating_traffic_signage_act +
## convicted_temporary_suspension_of_driving_lisence + convicted_assault_and_battery +
## convicted_reckless_behavior + convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint +
## convicted_damage + convicted_threats + convicted_grievous_bodily_harm +
## convicted_serious_drug_offense + convicted_aggravated_assault +
## convicted_intention_of_committing_an_offens + convicted_theft +
## convicted_road_traffic_act_other_5 + convicted_violating_basic_traffic_rules +
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. + convicted_obstruction_of_a_public_official +
## convicted_aggravated_theft + convicted_fraud + convicted_judgment_in_arrears +
## convicted_abuse_in_close_relationships + convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official +
## convicted_violation_of_police_act + convicted_serious_fraud +
## convicted_disorderly_conduct + convicted_minor_theft + convicted_unauthorized_entry_or_stay +
## convicted_theft_of_motor_vehicles_etc + convicted_road_traffic_act_other_4 +
## convicted_incorrect_explanation + convicted_document_forgery +
## convicted_breach_of_the_duty_of_identification + convicted_violation_in_prison +
## group1_mitigating_confession + group1_aggravating_other +
## group1_aggravating_repeated_offense + group1_aggravating_driving +
## group1_mitigating_processing_time + group1_aggravating_life_health +
## group1_mitigating_other + group1_aggravating_victim + group1_aggravating_threats +
## group1_aggravating_place + group1_aggravating_severe + group1_aggravating_preventative +
## group1_aggravating_violation + group1_aggravating_cumulative_offense +
## group1_aggravating_children + group1_aggravating_drugs +
## group1_mitigating_burden + group1_mitigating_cause + group1_aggravating_object +
## group1_mitigating_potential_rehabilitation + group1_mitigating_minor
##
## Null hypothesis: q = 1 and reduce = TRUE
##
## Unadjusted Estimates of ' defendant_is_woman ':
## Coef. estimate: -25.06623
## Standard Error: 10.0138
## t-value: -2.50317
##
## Sensitivity Statistics:
## Partial R2 of treatment with outcome: 0.00168
## Robustness Value, q = 1 : 0.04021
## Robustness Value, q = 1 alpha = 0.05 : 0.00885
##
## For more information, check summary.
## [1] "Analyzing defendant_is_woman in fit_restricted_ols for OVB using group1_aggravating_repeated_offense as a benchmark"
## Sensitivity Analysis to Unobserved Confounding
##
## Model Formula: punishment_prison_days ~ defendant_age + defendant_is_woman +
## defendant_some_foreign_background + defendant_log_net_income +
## case_is_not_oslo + defendant_is_married + judge_age + judge_is_woman +
## judge_some_foreign_background + judge_log_net_income + judge_is_married +
## convicted_stay_of_execution_.conditional_imprisonment_. +
## convicted_bodily_injury + convicted_drug_offense + convicted_illegal_arming_in_a_public_place +
## convicted_participation + convicted_courtesy + convicted_general_violation_of_traffic_act_1 +
## convicted_drinking_within_six_hours_of_traffic_investigation +
## convicted_acquisition_possession_and_use_of_drugs + convicted_section_24_of_the_medicines_act_other +
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. +
## convicted_road_traffic_act_other_1 + convicted_violating_traffic_signage_act +
## convicted_temporary_suspension_of_driving_lisence + convicted_assault_and_battery +
## convicted_reckless_behavior + convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint +
## convicted_damage + convicted_threats + convicted_grievous_bodily_harm +
## convicted_serious_drug_offense + convicted_aggravated_assault +
## convicted_intention_of_committing_an_offens + convicted_theft +
## convicted_road_traffic_act_other_5 + convicted_violating_basic_traffic_rules +
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. + convicted_obstruction_of_a_public_official +
## convicted_aggravated_theft + convicted_fraud + convicted_judgment_in_arrears +
## convicted_abuse_in_close_relationships + convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official +
## convicted_violation_of_police_act + convicted_serious_fraud +
## convicted_disorderly_conduct + convicted_minor_theft + convicted_unauthorized_entry_or_stay +
## convicted_theft_of_motor_vehicles_etc + convicted_road_traffic_act_other_4 +
## convicted_incorrect_explanation + convicted_document_forgery +
## convicted_breach_of_the_duty_of_identification + convicted_violation_in_prison +
## group1_mitigating_confession + group1_aggravating_other +
## group1_aggravating_repeated_offense + group1_aggravating_driving +
## group1_mitigating_processing_time + group1_aggravating_life_health +
## group1_mitigating_other + group1_aggravating_victim + group1_aggravating_threats +
## group1_aggravating_place + group1_aggravating_severe + group1_aggravating_preventative +
## group1_aggravating_violation + group1_aggravating_cumulative_offense +
## group1_aggravating_children + group1_aggravating_drugs +
## group1_mitigating_burden + group1_mitigating_cause + group1_aggravating_object +
## group1_mitigating_potential_rehabilitation + group1_mitigating_minor
##
## Null hypothesis: q = 1 and reduce = TRUE
##
## Unadjusted Estimates of ' defendant_is_woman ':
## Coef. estimate: -23.64416
## Standard Error: 12.02863
## t-value: -1.96566
##
## Sensitivity Statistics:
## Partial R2 of treatment with outcome: 0.00132
## Robustness Value, q = 1 : 0.03567
## Robustness Value, q = 1 alpha = 0.05 : 8e-05
##
## For more information, check summary.
## [1] "Analyzing defendant_is_woman in fit_restricted_ols_logged for OVB using group1_aggravating_repeated_offense as a benchmark"
## Sensitivity Analysis to Unobserved Confounding
##
## Model Formula: punishment_prison_days_logged ~ defendant_age + defendant_is_woman +
## defendant_some_foreign_background + defendant_log_net_income +
## case_is_not_oslo + defendant_is_married + judge_age + judge_is_woman +
## judge_some_foreign_background + judge_log_net_income + judge_is_married +
## convicted_stay_of_execution_.conditional_imprisonment_. +
## convicted_bodily_injury + convicted_drug_offense + convicted_illegal_arming_in_a_public_place +
## convicted_participation + convicted_courtesy + convicted_general_violation_of_traffic_act_1 +
## convicted_drinking_within_six_hours_of_traffic_investigation +
## convicted_acquisition_possession_and_use_of_drugs + convicted_section_24_of_the_medicines_act_other +
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. +
## convicted_road_traffic_act_other_1 + convicted_violating_traffic_signage_act +
## convicted_temporary_suspension_of_driving_lisence + convicted_assault_and_battery +
## convicted_reckless_behavior + convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint +
## convicted_damage + convicted_threats + convicted_grievous_bodily_harm +
## convicted_serious_drug_offense + convicted_aggravated_assault +
## convicted_intention_of_committing_an_offens + convicted_theft +
## convicted_road_traffic_act_other_5 + convicted_violating_basic_traffic_rules +
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. + convicted_obstruction_of_a_public_official +
## convicted_aggravated_theft + convicted_fraud + convicted_judgment_in_arrears +
## convicted_abuse_in_close_relationships + convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official +
## convicted_violation_of_police_act + convicted_serious_fraud +
## convicted_disorderly_conduct + convicted_minor_theft + convicted_unauthorized_entry_or_stay +
## convicted_theft_of_motor_vehicles_etc + convicted_road_traffic_act_other_4 +
## convicted_incorrect_explanation + convicted_document_forgery +
## convicted_breach_of_the_duty_of_identification + convicted_violation_in_prison +
## group1_mitigating_confession + group1_aggravating_other +
## group1_aggravating_repeated_offense + group1_aggravating_driving +
## group1_mitigating_processing_time + group1_aggravating_life_health +
## group1_mitigating_other + group1_aggravating_victim + group1_aggravating_threats +
## group1_aggravating_place + group1_aggravating_severe + group1_aggravating_preventative +
## group1_aggravating_violation + group1_aggravating_cumulative_offense +
## group1_aggravating_children + group1_aggravating_drugs +
## group1_mitigating_burden + group1_mitigating_cause + group1_aggravating_object +
## group1_mitigating_potential_rehabilitation + group1_mitigating_minor
##
## Null hypothesis: q = 1 and reduce = TRUE
##
## Unadjusted Estimates of ' defendant_is_woman ':
## Coef. estimate: -0.091
## Standard Error: 0.04242
## t-value: -2.14519
##
## Sensitivity Statistics:
## Partial R2 of treatment with outcome: 0.00157
## Robustness Value, q = 1 : 0.03887
## Robustness Value, q = 1 alpha = 0.05 : 0.0034
##
## For more information, check summary.
## [1] "Analyzing defendant_log_net_income in fit_basic_ols for OVB using group1_aggravating_repeated_offense as a benchmark"
## Sensitivity Analysis to Unobserved Confounding
##
## Model Formula: punishment_prison_days ~ defendant_age + defendant_is_woman +
## defendant_some_foreign_background + defendant_log_net_income +
## case_is_not_oslo + defendant_is_married + judge_age + judge_is_woman +
## judge_some_foreign_background + judge_log_net_income + judge_is_married +
## convicted_stay_of_execution_.conditional_imprisonment_. +
## convicted_bodily_injury + convicted_drug_offense + convicted_illegal_arming_in_a_public_place +
## convicted_participation + convicted_courtesy + convicted_general_violation_of_traffic_act_1 +
## convicted_drinking_within_six_hours_of_traffic_investigation +
## convicted_acquisition_possession_and_use_of_drugs + convicted_section_24_of_the_medicines_act_other +
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. +
## convicted_road_traffic_act_other_1 + convicted_violating_traffic_signage_act +
## convicted_temporary_suspension_of_driving_lisence + convicted_assault_and_battery +
## convicted_reckless_behavior + convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint +
## convicted_damage + convicted_threats + convicted_grievous_bodily_harm +
## convicted_serious_drug_offense + convicted_aggravated_assault +
## convicted_intention_of_committing_an_offens + convicted_theft +
## convicted_road_traffic_act_other_5 + convicted_violating_basic_traffic_rules +
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. + convicted_obstruction_of_a_public_official +
## convicted_aggravated_theft + convicted_fraud + convicted_judgment_in_arrears +
## convicted_abuse_in_close_relationships + convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official +
## convicted_violation_of_police_act + convicted_serious_fraud +
## convicted_disorderly_conduct + convicted_minor_theft + convicted_unauthorized_entry_or_stay +
## convicted_theft_of_motor_vehicles_etc + convicted_road_traffic_act_other_4 +
## convicted_incorrect_explanation + convicted_document_forgery +
## convicted_breach_of_the_duty_of_identification + convicted_violation_in_prison +
## group1_mitigating_confession + group1_aggravating_other +
## group1_aggravating_repeated_offense + group1_aggravating_driving +
## group1_mitigating_processing_time + group1_aggravating_life_health +
## group1_mitigating_other + group1_aggravating_victim + group1_aggravating_threats +
## group1_aggravating_place + group1_aggravating_severe + group1_aggravating_preventative +
## group1_aggravating_violation + group1_aggravating_cumulative_offense +
## group1_aggravating_children + group1_aggravating_drugs +
## group1_mitigating_burden + group1_mitigating_cause + group1_aggravating_object +
## group1_mitigating_potential_rehabilitation + group1_mitigating_minor
##
## Null hypothesis: q = 1 and reduce = TRUE
##
## Unadjusted Estimates of ' defendant_log_net_income ':
## Coef. estimate: -3.02943
## Standard Error: 0.81571
## t-value: -3.71385
##
## Sensitivity Statistics:
## Partial R2 of treatment with outcome: 0.00369
## Robustness Value, q = 1 : 0.05907
## Robustness Value, q = 1 alpha = 0.05 : 0.02833
##
## For more information, check summary.
## [1] "Analyzing defendant_log_net_income in fit_restricted_ols for OVB using group1_aggravating_repeated_offense as a benchmark"
## Sensitivity Analysis to Unobserved Confounding
##
## Model Formula: punishment_prison_days ~ defendant_age + defendant_is_woman +
## defendant_some_foreign_background + defendant_log_net_income +
## case_is_not_oslo + defendant_is_married + judge_age + judge_is_woman +
## judge_some_foreign_background + judge_log_net_income + judge_is_married +
## convicted_stay_of_execution_.conditional_imprisonment_. +
## convicted_bodily_injury + convicted_drug_offense + convicted_illegal_arming_in_a_public_place +
## convicted_participation + convicted_courtesy + convicted_general_violation_of_traffic_act_1 +
## convicted_drinking_within_six_hours_of_traffic_investigation +
## convicted_acquisition_possession_and_use_of_drugs + convicted_section_24_of_the_medicines_act_other +
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. +
## convicted_road_traffic_act_other_1 + convicted_violating_traffic_signage_act +
## convicted_temporary_suspension_of_driving_lisence + convicted_assault_and_battery +
## convicted_reckless_behavior + convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint +
## convicted_damage + convicted_threats + convicted_grievous_bodily_harm +
## convicted_serious_drug_offense + convicted_aggravated_assault +
## convicted_intention_of_committing_an_offens + convicted_theft +
## convicted_road_traffic_act_other_5 + convicted_violating_basic_traffic_rules +
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. + convicted_obstruction_of_a_public_official +
## convicted_aggravated_theft + convicted_fraud + convicted_judgment_in_arrears +
## convicted_abuse_in_close_relationships + convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official +
## convicted_violation_of_police_act + convicted_serious_fraud +
## convicted_disorderly_conduct + convicted_minor_theft + convicted_unauthorized_entry_or_stay +
## convicted_theft_of_motor_vehicles_etc + convicted_road_traffic_act_other_4 +
## convicted_incorrect_explanation + convicted_document_forgery +
## convicted_breach_of_the_duty_of_identification + convicted_violation_in_prison +
## group1_mitigating_confession + group1_aggravating_other +
## group1_aggravating_repeated_offense + group1_aggravating_driving +
## group1_mitigating_processing_time + group1_aggravating_life_health +
## group1_mitigating_other + group1_aggravating_victim + group1_aggravating_threats +
## group1_aggravating_place + group1_aggravating_severe + group1_aggravating_preventative +
## group1_aggravating_violation + group1_aggravating_cumulative_offense +
## group1_aggravating_children + group1_aggravating_drugs +
## group1_mitigating_burden + group1_mitigating_cause + group1_aggravating_object +
## group1_mitigating_potential_rehabilitation + group1_mitigating_minor
##
## Null hypothesis: q = 1 and reduce = TRUE
##
## Unadjusted Estimates of ' defendant_log_net_income ':
## Coef. estimate: -3.58695
## Standard Error: 0.97022
## t-value: -3.69703
##
## Sensitivity Statistics:
## Partial R2 of treatment with outcome: 0.00465
## Robustness Value, q = 1 : 0.06603
## Robustness Value, q = 1 alpha = 0.05 : 0.03157
##
## For more information, check summary.
## [1] "Analyzing defendant_log_net_income in fit_restricted_ols_logged for OVB using group1_aggravating_repeated_offense as a benchmark"
## Sensitivity Analysis to Unobserved Confounding
##
## Model Formula: punishment_prison_days_logged ~ defendant_age + defendant_is_woman +
## defendant_some_foreign_background + defendant_log_net_income +
## case_is_not_oslo + defendant_is_married + judge_age + judge_is_woman +
## judge_some_foreign_background + judge_log_net_income + judge_is_married +
## convicted_stay_of_execution_.conditional_imprisonment_. +
## convicted_bodily_injury + convicted_drug_offense + convicted_illegal_arming_in_a_public_place +
## convicted_participation + convicted_courtesy + convicted_general_violation_of_traffic_act_1 +
## convicted_drinking_within_six_hours_of_traffic_investigation +
## convicted_acquisition_possession_and_use_of_drugs + convicted_section_24_of_the_medicines_act_other +
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. +
## convicted_road_traffic_act_other_1 + convicted_violating_traffic_signage_act +
## convicted_temporary_suspension_of_driving_lisence + convicted_assault_and_battery +
## convicted_reckless_behavior + convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint +
## convicted_damage + convicted_threats + convicted_grievous_bodily_harm +
## convicted_serious_drug_offense + convicted_aggravated_assault +
## convicted_intention_of_committing_an_offens + convicted_theft +
## convicted_road_traffic_act_other_5 + convicted_violating_basic_traffic_rules +
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. + convicted_obstruction_of_a_public_official +
## convicted_aggravated_theft + convicted_fraud + convicted_judgment_in_arrears +
## convicted_abuse_in_close_relationships + convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official +
## convicted_violation_of_police_act + convicted_serious_fraud +
## convicted_disorderly_conduct + convicted_minor_theft + convicted_unauthorized_entry_or_stay +
## convicted_theft_of_motor_vehicles_etc + convicted_road_traffic_act_other_4 +
## convicted_incorrect_explanation + convicted_document_forgery +
## convicted_breach_of_the_duty_of_identification + convicted_violation_in_prison +
## group1_mitigating_confession + group1_aggravating_other +
## group1_aggravating_repeated_offense + group1_aggravating_driving +
## group1_mitigating_processing_time + group1_aggravating_life_health +
## group1_mitigating_other + group1_aggravating_victim + group1_aggravating_threats +
## group1_aggravating_place + group1_aggravating_severe + group1_aggravating_preventative +
## group1_aggravating_violation + group1_aggravating_cumulative_offense +
## group1_aggravating_children + group1_aggravating_drugs +
## group1_mitigating_burden + group1_mitigating_cause + group1_aggravating_object +
## group1_mitigating_potential_rehabilitation + group1_mitigating_minor
##
## Null hypothesis: q = 1 and reduce = TRUE
##
## Unadjusted Estimates of ' defendant_log_net_income ':
## Coef. estimate: -0.0109
## Standard Error: 0.00342
## t-value: -3.1855
##
## Sensitivity Statistics:
## Partial R2 of treatment with outcome: 0.00345
## Robustness Value, q = 1 : 0.05716
## Robustness Value, q = 1 alpha = 0.05 : 0.02237
##
## For more information, check summary.
## [1] "Analyzing defendant_age in fit_basic_ols for OVB using group1_aggravating_place as a benchmark"
## Sensitivity Analysis to Unobserved Confounding
##
## Model Formula: punishment_prison_days ~ defendant_age + defendant_is_woman +
## defendant_some_foreign_background + defendant_log_net_income +
## case_is_not_oslo + defendant_is_married + judge_age + judge_is_woman +
## judge_some_foreign_background + judge_log_net_income + judge_is_married +
## convicted_stay_of_execution_.conditional_imprisonment_. +
## convicted_bodily_injury + convicted_drug_offense + convicted_illegal_arming_in_a_public_place +
## convicted_participation + convicted_courtesy + convicted_general_violation_of_traffic_act_1 +
## convicted_drinking_within_six_hours_of_traffic_investigation +
## convicted_acquisition_possession_and_use_of_drugs + convicted_section_24_of_the_medicines_act_other +
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. +
## convicted_road_traffic_act_other_1 + convicted_violating_traffic_signage_act +
## convicted_temporary_suspension_of_driving_lisence + convicted_assault_and_battery +
## convicted_reckless_behavior + convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint +
## convicted_damage + convicted_threats + convicted_grievous_bodily_harm +
## convicted_serious_drug_offense + convicted_aggravated_assault +
## convicted_intention_of_committing_an_offens + convicted_theft +
## convicted_road_traffic_act_other_5 + convicted_violating_basic_traffic_rules +
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. + convicted_obstruction_of_a_public_official +
## convicted_aggravated_theft + convicted_fraud + convicted_judgment_in_arrears +
## convicted_abuse_in_close_relationships + convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official +
## convicted_violation_of_police_act + convicted_serious_fraud +
## convicted_disorderly_conduct + convicted_minor_theft + convicted_unauthorized_entry_or_stay +
## convicted_theft_of_motor_vehicles_etc + convicted_road_traffic_act_other_4 +
## convicted_incorrect_explanation + convicted_document_forgery +
## convicted_breach_of_the_duty_of_identification + convicted_violation_in_prison +
## group1_mitigating_confession + group1_aggravating_other +
## group1_aggravating_repeated_offense + group1_aggravating_driving +
## group1_mitigating_processing_time + group1_aggravating_life_health +
## group1_mitigating_other + group1_aggravating_victim + group1_aggravating_threats +
## group1_aggravating_place + group1_aggravating_severe + group1_aggravating_preventative +
## group1_aggravating_violation + group1_aggravating_cumulative_offense +
## group1_aggravating_children + group1_aggravating_drugs +
## group1_mitigating_burden + group1_mitigating_cause + group1_aggravating_object +
## group1_mitigating_potential_rehabilitation + group1_mitigating_minor
##
## Null hypothesis: q = 1 and reduce = TRUE
##
## Unadjusted Estimates of ' defendant_age ':
## Coef. estimate: 0.96763
## Standard Error: 0.29824
## t-value: 3.2445
##
## Sensitivity Statistics:
## Partial R2 of treatment with outcome: 0.00282
## Robustness Value, q = 1 : 0.0518
## Robustness Value, q = 1 alpha = 0.05 : 0.02083
##
## For more information, check summary.
## [1] "Analyzing defendant_age in fit_restricted_ols for OVB using group1_aggravating_place as a benchmark"
## Sensitivity Analysis to Unobserved Confounding
##
## Model Formula: punishment_prison_days ~ defendant_age + defendant_is_woman +
## defendant_some_foreign_background + defendant_log_net_income +
## case_is_not_oslo + defendant_is_married + judge_age + judge_is_woman +
## judge_some_foreign_background + judge_log_net_income + judge_is_married +
## convicted_stay_of_execution_.conditional_imprisonment_. +
## convicted_bodily_injury + convicted_drug_offense + convicted_illegal_arming_in_a_public_place +
## convicted_participation + convicted_courtesy + convicted_general_violation_of_traffic_act_1 +
## convicted_drinking_within_six_hours_of_traffic_investigation +
## convicted_acquisition_possession_and_use_of_drugs + convicted_section_24_of_the_medicines_act_other +
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. +
## convicted_road_traffic_act_other_1 + convicted_violating_traffic_signage_act +
## convicted_temporary_suspension_of_driving_lisence + convicted_assault_and_battery +
## convicted_reckless_behavior + convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint +
## convicted_damage + convicted_threats + convicted_grievous_bodily_harm +
## convicted_serious_drug_offense + convicted_aggravated_assault +
## convicted_intention_of_committing_an_offens + convicted_theft +
## convicted_road_traffic_act_other_5 + convicted_violating_basic_traffic_rules +
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. + convicted_obstruction_of_a_public_official +
## convicted_aggravated_theft + convicted_fraud + convicted_judgment_in_arrears +
## convicted_abuse_in_close_relationships + convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official +
## convicted_violation_of_police_act + convicted_serious_fraud +
## convicted_disorderly_conduct + convicted_minor_theft + convicted_unauthorized_entry_or_stay +
## convicted_theft_of_motor_vehicles_etc + convicted_road_traffic_act_other_4 +
## convicted_incorrect_explanation + convicted_document_forgery +
## convicted_breach_of_the_duty_of_identification + convicted_violation_in_prison +
## group1_mitigating_confession + group1_aggravating_other +
## group1_aggravating_repeated_offense + group1_aggravating_driving +
## group1_mitigating_processing_time + group1_aggravating_life_health +
## group1_mitigating_other + group1_aggravating_victim + group1_aggravating_threats +
## group1_aggravating_place + group1_aggravating_severe + group1_aggravating_preventative +
## group1_aggravating_violation + group1_aggravating_cumulative_offense +
## group1_aggravating_children + group1_aggravating_drugs +
## group1_mitigating_burden + group1_mitigating_cause + group1_aggravating_object +
## group1_mitigating_potential_rehabilitation + group1_mitigating_minor
##
## Null hypothesis: q = 1 and reduce = TRUE
##
## Unadjusted Estimates of ' defendant_age ':
## Coef. estimate: 0.97482
## Standard Error: 0.35245
## t-value: 2.76582
##
## Sensitivity Statistics:
## Partial R2 of treatment with outcome: 0.00261
## Robustness Value, q = 1 : 0.04982
## Robustness Value, q = 1 alpha = 0.05 : 0.01476
##
## For more information, check summary.
## [1] "Analyzing defendant_age in fit_restricted_ols_logged for OVB using group1_aggravating_place as a benchmark"
## Sensitivity Analysis to Unobserved Confounding
##
## Model Formula: punishment_prison_days_logged ~ defendant_age + defendant_is_woman +
## defendant_some_foreign_background + defendant_log_net_income +
## case_is_not_oslo + defendant_is_married + judge_age + judge_is_woman +
## judge_some_foreign_background + judge_log_net_income + judge_is_married +
## convicted_stay_of_execution_.conditional_imprisonment_. +
## convicted_bodily_injury + convicted_drug_offense + convicted_illegal_arming_in_a_public_place +
## convicted_participation + convicted_courtesy + convicted_general_violation_of_traffic_act_1 +
## convicted_drinking_within_six_hours_of_traffic_investigation +
## convicted_acquisition_possession_and_use_of_drugs + convicted_section_24_of_the_medicines_act_other +
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. +
## convicted_road_traffic_act_other_1 + convicted_violating_traffic_signage_act +
## convicted_temporary_suspension_of_driving_lisence + convicted_assault_and_battery +
## convicted_reckless_behavior + convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint +
## convicted_damage + convicted_threats + convicted_grievous_bodily_harm +
## convicted_serious_drug_offense + convicted_aggravated_assault +
## convicted_intention_of_committing_an_offens + convicted_theft +
## convicted_road_traffic_act_other_5 + convicted_violating_basic_traffic_rules +
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. + convicted_obstruction_of_a_public_official +
## convicted_aggravated_theft + convicted_fraud + convicted_judgment_in_arrears +
## convicted_abuse_in_close_relationships + convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official +
## convicted_violation_of_police_act + convicted_serious_fraud +
## convicted_disorderly_conduct + convicted_minor_theft + convicted_unauthorized_entry_or_stay +
## convicted_theft_of_motor_vehicles_etc + convicted_road_traffic_act_other_4 +
## convicted_incorrect_explanation + convicted_document_forgery +
## convicted_breach_of_the_duty_of_identification + convicted_violation_in_prison +
## group1_mitigating_confession + group1_aggravating_other +
## group1_aggravating_repeated_offense + group1_aggravating_driving +
## group1_mitigating_processing_time + group1_aggravating_life_health +
## group1_mitigating_other + group1_aggravating_victim + group1_aggravating_threats +
## group1_aggravating_place + group1_aggravating_severe + group1_aggravating_preventative +
## group1_aggravating_violation + group1_aggravating_cumulative_offense +
## group1_aggravating_children + group1_aggravating_drugs +
## group1_mitigating_burden + group1_mitigating_cause + group1_aggravating_object +
## group1_mitigating_potential_rehabilitation + group1_mitigating_minor
##
## Null hypothesis: q = 1 and reduce = TRUE
##
## Unadjusted Estimates of ' defendant_age ':
## Coef. estimate: 0.00332
## Standard Error: 0.00124
## t-value: 2.67424
##
## Sensitivity Statistics:
## Partial R2 of treatment with outcome: 0.00244
## Robustness Value, q = 1 : 0.04822
## Robustness Value, q = 1 alpha = 0.05 : 0.01309
##
## For more information, check summary.
## [1] "Analyzing judge_age in fit_basic_ols for OVB using group1_mitigating_confession as a benchmark"
## Sensitivity Analysis to Unobserved Confounding
##
## Model Formula: punishment_prison_days ~ defendant_age + defendant_is_woman +
## defendant_some_foreign_background + defendant_log_net_income +
## case_is_not_oslo + defendant_is_married + judge_age + judge_is_woman +
## judge_some_foreign_background + judge_log_net_income + judge_is_married +
## convicted_stay_of_execution_.conditional_imprisonment_. +
## convicted_bodily_injury + convicted_drug_offense + convicted_illegal_arming_in_a_public_place +
## convicted_participation + convicted_courtesy + convicted_general_violation_of_traffic_act_1 +
## convicted_drinking_within_six_hours_of_traffic_investigation +
## convicted_acquisition_possession_and_use_of_drugs + convicted_section_24_of_the_medicines_act_other +
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. +
## convicted_road_traffic_act_other_1 + convicted_violating_traffic_signage_act +
## convicted_temporary_suspension_of_driving_lisence + convicted_assault_and_battery +
## convicted_reckless_behavior + convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint +
## convicted_damage + convicted_threats + convicted_grievous_bodily_harm +
## convicted_serious_drug_offense + convicted_aggravated_assault +
## convicted_intention_of_committing_an_offens + convicted_theft +
## convicted_road_traffic_act_other_5 + convicted_violating_basic_traffic_rules +
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. + convicted_obstruction_of_a_public_official +
## convicted_aggravated_theft + convicted_fraud + convicted_judgment_in_arrears +
## convicted_abuse_in_close_relationships + convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official +
## convicted_violation_of_police_act + convicted_serious_fraud +
## convicted_disorderly_conduct + convicted_minor_theft + convicted_unauthorized_entry_or_stay +
## convicted_theft_of_motor_vehicles_etc + convicted_road_traffic_act_other_4 +
## convicted_incorrect_explanation + convicted_document_forgery +
## convicted_breach_of_the_duty_of_identification + convicted_violation_in_prison +
## group1_mitigating_confession + group1_aggravating_other +
## group1_aggravating_repeated_offense + group1_aggravating_driving +
## group1_mitigating_processing_time + group1_aggravating_life_health +
## group1_mitigating_other + group1_aggravating_victim + group1_aggravating_threats +
## group1_aggravating_place + group1_aggravating_severe + group1_aggravating_preventative +
## group1_aggravating_violation + group1_aggravating_cumulative_offense +
## group1_aggravating_children + group1_aggravating_drugs +
## group1_mitigating_burden + group1_mitigating_cause + group1_aggravating_object +
## group1_mitigating_potential_rehabilitation + group1_mitigating_minor
##
## Null hypothesis: q = 1 and reduce = TRUE
##
## Unadjusted Estimates of ' judge_age ':
## Coef. estimate: 1.2419
## Standard Error: 0.31401
## t-value: 3.95495
##
## Sensitivity Statistics:
## Partial R2 of treatment with outcome: 0.00419
## Robustness Value, q = 1 : 0.06278
## Robustness Value, q = 1 alpha = 0.05 : 0.03216
##
## For more information, check summary.
## [1] "Analyzing judge_age in fit_restricted_ols for OVB using group1_mitigating_confession as a benchmark"
## Sensitivity Analysis to Unobserved Confounding
##
## Model Formula: punishment_prison_days ~ defendant_age + defendant_is_woman +
## defendant_some_foreign_background + defendant_log_net_income +
## case_is_not_oslo + defendant_is_married + judge_age + judge_is_woman +
## judge_some_foreign_background + judge_log_net_income + judge_is_married +
## convicted_stay_of_execution_.conditional_imprisonment_. +
## convicted_bodily_injury + convicted_drug_offense + convicted_illegal_arming_in_a_public_place +
## convicted_participation + convicted_courtesy + convicted_general_violation_of_traffic_act_1 +
## convicted_drinking_within_six_hours_of_traffic_investigation +
## convicted_acquisition_possession_and_use_of_drugs + convicted_section_24_of_the_medicines_act_other +
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. +
## convicted_road_traffic_act_other_1 + convicted_violating_traffic_signage_act +
## convicted_temporary_suspension_of_driving_lisence + convicted_assault_and_battery +
## convicted_reckless_behavior + convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint +
## convicted_damage + convicted_threats + convicted_grievous_bodily_harm +
## convicted_serious_drug_offense + convicted_aggravated_assault +
## convicted_intention_of_committing_an_offens + convicted_theft +
## convicted_road_traffic_act_other_5 + convicted_violating_basic_traffic_rules +
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. + convicted_obstruction_of_a_public_official +
## convicted_aggravated_theft + convicted_fraud + convicted_judgment_in_arrears +
## convicted_abuse_in_close_relationships + convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official +
## convicted_violation_of_police_act + convicted_serious_fraud +
## convicted_disorderly_conduct + convicted_minor_theft + convicted_unauthorized_entry_or_stay +
## convicted_theft_of_motor_vehicles_etc + convicted_road_traffic_act_other_4 +
## convicted_incorrect_explanation + convicted_document_forgery +
## convicted_breach_of_the_duty_of_identification + convicted_violation_in_prison +
## group1_mitigating_confession + group1_aggravating_other +
## group1_aggravating_repeated_offense + group1_aggravating_driving +
## group1_mitigating_processing_time + group1_aggravating_life_health +
## group1_mitigating_other + group1_aggravating_victim + group1_aggravating_threats +
## group1_aggravating_place + group1_aggravating_severe + group1_aggravating_preventative +
## group1_aggravating_violation + group1_aggravating_cumulative_offense +
## group1_aggravating_children + group1_aggravating_drugs +
## group1_mitigating_burden + group1_mitigating_cause + group1_aggravating_object +
## group1_mitigating_potential_rehabilitation + group1_mitigating_minor
##
## Null hypothesis: q = 1 and reduce = TRUE
##
## Unadjusted Estimates of ' judge_age ':
## Coef. estimate: 1.68555
## Standard Error: 0.37189
## t-value: 4.53242
##
## Sensitivity Statistics:
## Partial R2 of treatment with outcome: 0.00697
## Robustness Value, q = 1 : 0.08033
## Robustness Value, q = 1 alpha = 0.05 : 0.0464
##
## For more information, check summary.
## [1] "Analyzing judge_age in fit_restricted_ols_logged for OVB using group1_mitigating_confession as a benchmark"
## Sensitivity Analysis to Unobserved Confounding
##
## Model Formula: punishment_prison_days_logged ~ defendant_age + defendant_is_woman +
## defendant_some_foreign_background + defendant_log_net_income +
## case_is_not_oslo + defendant_is_married + judge_age + judge_is_woman +
## judge_some_foreign_background + judge_log_net_income + judge_is_married +
## convicted_stay_of_execution_.conditional_imprisonment_. +
## convicted_bodily_injury + convicted_drug_offense + convicted_illegal_arming_in_a_public_place +
## convicted_participation + convicted_courtesy + convicted_general_violation_of_traffic_act_1 +
## convicted_drinking_within_six_hours_of_traffic_investigation +
## convicted_acquisition_possession_and_use_of_drugs + convicted_section_24_of_the_medicines_act_other +
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. +
## convicted_road_traffic_act_other_1 + convicted_violating_traffic_signage_act +
## convicted_temporary_suspension_of_driving_lisence + convicted_assault_and_battery +
## convicted_reckless_behavior + convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint +
## convicted_damage + convicted_threats + convicted_grievous_bodily_harm +
## convicted_serious_drug_offense + convicted_aggravated_assault +
## convicted_intention_of_committing_an_offens + convicted_theft +
## convicted_road_traffic_act_other_5 + convicted_violating_basic_traffic_rules +
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. + convicted_obstruction_of_a_public_official +
## convicted_aggravated_theft + convicted_fraud + convicted_judgment_in_arrears +
## convicted_abuse_in_close_relationships + convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official +
## convicted_violation_of_police_act + convicted_serious_fraud +
## convicted_disorderly_conduct + convicted_minor_theft + convicted_unauthorized_entry_or_stay +
## convicted_theft_of_motor_vehicles_etc + convicted_road_traffic_act_other_4 +
## convicted_incorrect_explanation + convicted_document_forgery +
## convicted_breach_of_the_duty_of_identification + convicted_violation_in_prison +
## group1_mitigating_confession + group1_aggravating_other +
## group1_aggravating_repeated_offense + group1_aggravating_driving +
## group1_mitigating_processing_time + group1_aggravating_life_health +
## group1_mitigating_other + group1_aggravating_victim + group1_aggravating_threats +
## group1_aggravating_place + group1_aggravating_severe + group1_aggravating_preventative +
## group1_aggravating_violation + group1_aggravating_cumulative_offense +
## group1_aggravating_children + group1_aggravating_drugs +
## group1_mitigating_burden + group1_mitigating_cause + group1_aggravating_object +
## group1_mitigating_potential_rehabilitation + group1_mitigating_minor
##
## Null hypothesis: q = 1 and reduce = TRUE
##
## Unadjusted Estimates of ' judge_age ':
## Coef. estimate: 0.00581
## Standard Error: 0.00131
## t-value: 4.42655
##
## Sensitivity Statistics:
## Partial R2 of treatment with outcome: 0.00665
## Robustness Value, q = 1 : 0.07853
## Robustness Value, q = 1 alpha = 0.05 : 0.04454
##
## For more information, check summary.
Interpretation: I used the aggravating/mitigating circumstance most correlated with the IV as a benchmark. - Partial R2 of treatment with outcome: How much of the variance in the outcome variable is explained by the IV - Robustness Value, q = 1: if an unobserved confounder explains all of the unexplained variance in the DV, how much of the unexplained variance in the IV would it need to explain for its effect to go to zero - Robustness Value, q = 1 alpha = 0.05: if an unobserved confounder explains all of the unexplained variance in the DV, how much of the unexplained variance in the IV would it need to explain for its effect to no longer be significant - First plot: Red line: how much of the unexplained variance in the DV (vertical axis) and IV (horizontal axis) would an unobserved confounder have to explain in order to drive the IV’s effect to zero. Red squares: what would the impact of a confounder like the benchmark confounder be? different squares are multiples of the strength of the observed confounder - Second plot: Red line: how much of the unexplained variance in the DV (vertical axis) and IV (horizontal axis) would an unobserved confounder have to explain in order to drive the IV’s significance away. Red squares: what would the impact of a confounder like the benchmark confounder be? different squares are multiples of the strength of the observed confounder - Third plot: for a confounder that explains all of the unexplained variance of the DV, how much of the unexplained variance of the IV would it need to explain to drive the effect to zero. The three red bars are the effect of the observed benchmark confounder
The plots are in increasing order in terms of restrictiveness. I focus on ‘fit_restricted_ols_logged’ as the main specification of interest (partially because I think it is our best specification, partially because the senstivity estimates are most senstive, and partially because the sensitivity analysis is most easily interpretable visually)
Results All models without logged DVs appear robust in terms of effect size and significance to OVB. But for the logged DV, the results are less clear cut - Defendant gender: Effect size is robust to OVB but significance might fall away if there was OVB. Third plot: gender appears robust to a confounder as strong or slightly stronger than ‘repeated offense’ - Defendant income: Similarly to gender, an unobserved confounder of equal strength to ‘repeated offense’ could endanger the significance of the result - Defendant age is robust to OVB even in terms of its significance. Even an confounder that predicts all of the remaining variance in prison days would need to be substantially stronger than ‘group1_aggravating_place’ to endanger the effect - Judge age: results are robust to OVB in terms of significance and effect size. Even a worst case confounder would need to be substantially stronger than ‘confession’ in order to eliminate the IV’s effect
aggravating_circs <- circs_regression[grepl('aggravating', circs_regression)]
mitigating_circs <- circs_regression[grepl('mitigating', circs_regression)]
#set up binary variables for aggravating and mitigating circumstances
df_short <- df_short %>%
mutate(aggravating_any = as.integer(if_any(all_of(aggravating_circs), ~ .x > 0)),
mitigating_any = as.integer(if_any(all_of(mitigating_circs), ~ .x > 0)))
df_short_prison_only <- df_short_prison_only %>%
mutate(aggravating_any = as.integer(if_any(all_of(aggravating_circs), ~ .x > 0)),
mitigating_any = as.integer(if_any(all_of(mitigating_circs), ~ .x > 0)))
#independent variables
ivs <- paste(c(defendant_chars_regression, judge_chars_regression, sections_regression, 'aggravating_any', 'mitigating_any'), collapse = ' + ')
#run three model types: full dataset, prison only/regular dv, prison only/logged dv
fit_full_dataset <- lm_robust(formula = as.formula(paste0('punishment_prison_days ~ ', ivs)), data = df_short, clusters = judge__id)
summary(fit_full_dataset)
##
## Call:
## lm_robust(formula = as.formula(paste0("punishment_prison_days ~ ",
## ivs)), data = df_short, clusters = judge__id)
##
## Standard error type: CR2
##
## Coefficients:
## Estimate
## (Intercept) 229.9498
## defendant_age 1.0141
## defendant_is_woman -26.4461
## defendant_some_foreign_background -3.0024
## defendant_log_net_income -2.9028
## case_is_not_oslo 7.5143
## defendant_is_married 12.4812
## judge_age 1.2444
## judge_is_woman -0.6747
## judge_some_foreign_background -20.6840
## judge_log_net_income -16.9268
## judge_is_married 6.7041
## convicted_stay_of_execution_.conditional_imprisonment_. -2.2023
## convicted_bodily_injury 48.7329
## convicted_drug_offense -25.0616
## convicted_illegal_arming_in_a_public_place 17.8134
## convicted_participation 29.9149
## convicted_courtesy 21.2087
## convicted_general_violation_of_traffic_act_1 -65.8049
## convicted_drinking_within_six_hours_of_traffic_investigation -3.2001
## convicted_acquisition_possession_and_use_of_drugs 92.2692
## convicted_section_24_of_the_medicines_act_other -90.2245
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 13.2877
## convicted_road_traffic_act_other_1 11.3829
## convicted_violating_traffic_signage_act -17.3897
## convicted_temporary_suspension_of_driving_lisence 19.9646
## convicted_assault_and_battery -22.0298
## convicted_reckless_behavior -12.9651
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint 45.0554
## convicted_damage 8.2469
## convicted_threats -1.5864
## convicted_grievous_bodily_harm 272.9053
## convicted_serious_drug_offense 508.8547
## convicted_aggravated_assault 20.8759
## convicted_intention_of_committing_an_offens 41.7351
## convicted_theft -25.4389
## convicted_road_traffic_act_other_5 42.1203
## convicted_violating_basic_traffic_rules 4.5980
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. -3.5137
## convicted_obstruction_of_a_public_official -2.0435
## convicted_aggravated_theft 54.4065
## convicted_fraud -14.7480
## convicted_judgment_in_arrears 22.5305
## convicted_abuse_in_close_relationships 294.6519
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official -37.1232
## convicted_violation_of_police_act -10.5873
## convicted_serious_fraud 64.3469
## convicted_disorderly_conduct -31.0712
## convicted_minor_theft 10.8662
## convicted_unauthorized_entry_or_stay -8.6757
## convicted_theft_of_motor_vehicles_etc 57.6710
## convicted_road_traffic_act_other_4 16.6683
## convicted_incorrect_explanation -65.2081
## convicted_document_forgery 51.4590
## convicted_breach_of_the_duty_of_identification 0.4617
## convicted_violation_in_prison -73.2683
## aggravating_any 28.8627
## mitigating_any 14.3329
## Std. Error
## (Intercept) 185.0593
## defendant_age 0.2941
## defendant_is_woman 7.9681
## defendant_some_foreign_background 10.4224
## defendant_log_net_income 1.3300
## case_is_not_oslo 14.9543
## defendant_is_married 17.9010
## judge_age 0.4126
## judge_is_woman 8.1206
## judge_some_foreign_background 14.6710
## judge_log_net_income 14.4945
## judge_is_married 9.7584
## convicted_stay_of_execution_.conditional_imprisonment_. 10.7025
## convicted_bodily_injury 13.9468
## convicted_drug_offense 18.1334
## convicted_illegal_arming_in_a_public_place 11.6519
## convicted_participation 31.7462
## convicted_courtesy 21.7930
## convicted_general_violation_of_traffic_act_1 14.4280
## convicted_drinking_within_six_hours_of_traffic_investigation 7.7142
## convicted_acquisition_possession_and_use_of_drugs 70.4811
## convicted_section_24_of_the_medicines_act_other 71.1144
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 10.5124
## convicted_road_traffic_act_other_1 34.4534
## convicted_violating_traffic_signage_act 34.1800
## convicted_temporary_suspension_of_driving_lisence 5.8796
## convicted_assault_and_battery 10.9456
## convicted_reckless_behavior 12.6132
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint 13.0496
## convicted_damage 10.3615
## convicted_threats 9.7903
## convicted_grievous_bodily_harm 55.6115
## convicted_serious_drug_offense 89.7741
## convicted_aggravated_assault 16.3357
## convicted_intention_of_committing_an_offens 25.6371
## convicted_theft 13.1075
## convicted_road_traffic_act_other_5 15.6309
## convicted_violating_basic_traffic_rules 8.3779
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. 4.5684
## convicted_obstruction_of_a_public_official 7.6141
## convicted_aggravated_theft 25.9097
## convicted_fraud 14.0756
## convicted_judgment_in_arrears 49.8690
## convicted_abuse_in_close_relationships 45.5326
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official 10.0328
## convicted_violation_of_police_act 13.2204
## convicted_serious_fraud 19.9570
## convicted_disorderly_conduct 8.9753
## convicted_minor_theft 15.8817
## convicted_unauthorized_entry_or_stay 17.4143
## convicted_theft_of_motor_vehicles_etc 27.1610
## convicted_road_traffic_act_other_4 16.4219
## convicted_incorrect_explanation 18.5971
## convicted_document_forgery 18.0782
## convicted_breach_of_the_duty_of_identification 11.3405
## convicted_violation_in_prison 21.8722
## aggravating_any 11.6703
## mitigating_any 9.9954
## t value
## (Intercept) 1.24257
## defendant_age 3.44846
## defendant_is_woman -3.31900
## defendant_some_foreign_background -0.28807
## defendant_log_net_income -2.18256
## case_is_not_oslo 0.50249
## defendant_is_married 0.69724
## judge_age 3.01619
## judge_is_woman -0.08308
## judge_some_foreign_background -1.40986
## judge_log_net_income -1.16781
## judge_is_married 0.68701
## convicted_stay_of_execution_.conditional_imprisonment_. -0.20577
## convicted_bodily_injury 3.49420
## convicted_drug_offense -1.38207
## convicted_illegal_arming_in_a_public_place 1.52881
## convicted_participation 0.94231
## convicted_courtesy 0.97319
## convicted_general_violation_of_traffic_act_1 -4.56092
## convicted_drinking_within_six_hours_of_traffic_investigation -0.41483
## convicted_acquisition_possession_and_use_of_drugs 1.30913
## convicted_section_24_of_the_medicines_act_other -1.26872
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 1.26400
## convicted_road_traffic_act_other_1 0.33039
## convicted_violating_traffic_signage_act -0.50877
## convicted_temporary_suspension_of_driving_lisence 3.39559
## convicted_assault_and_battery -2.01266
## convicted_reckless_behavior -1.02790
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint 3.45264
## convicted_damage 0.79592
## convicted_threats -0.16204
## convicted_grievous_bodily_harm 4.90736
## convicted_serious_drug_offense 5.66817
## convicted_aggravated_assault 1.27793
## convicted_intention_of_committing_an_offens 1.62792
## convicted_theft -1.94079
## convicted_road_traffic_act_other_5 2.69468
## convicted_violating_basic_traffic_rules 0.54882
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. -0.76912
## convicted_obstruction_of_a_public_official -0.26839
## convicted_aggravated_theft 2.09985
## convicted_fraud -1.04777
## convicted_judgment_in_arrears 0.45179
## convicted_abuse_in_close_relationships 6.47123
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official -3.70017
## convicted_violation_of_police_act -0.80084
## convicted_serious_fraud 3.22427
## convicted_disorderly_conduct -3.46186
## convicted_minor_theft 0.68419
## convicted_unauthorized_entry_or_stay -0.49820
## convicted_theft_of_motor_vehicles_etc 2.12330
## convicted_road_traffic_act_other_4 1.01501
## convicted_incorrect_explanation -3.50635
## convicted_document_forgery 2.84647
## convicted_breach_of_the_duty_of_identification 0.04071
## convicted_violation_in_prison -3.34983
## aggravating_any 2.47318
## mitigating_any 1.43395
## Pr(>|t|)
## (Intercept) 2.608e-01
## defendant_age 6.416e-04
## defendant_is_woman 1.039e-03
## defendant_some_foreign_background 7.735e-01
## defendant_log_net_income 2.987e-02
## case_is_not_oslo 6.162e-01
## defendant_is_married 4.865e-01
## judge_age 3.499e-03
## judge_is_woman 9.338e-01
## judge_some_foreign_background 1.759e-01
## judge_log_net_income 2.958e-01
## judge_is_married 4.928e-01
## convicted_stay_of_execution_.conditional_imprisonment_. 8.374e-01
## convicted_bodily_injury 6.162e-04
## convicted_drug_offense 1.684e-01
## convicted_illegal_arming_in_a_public_place 1.290e-01
## convicted_participation 3.480e-01
## convicted_courtesy 3.339e-01
## convicted_general_violation_of_traffic_act_1 8.695e-06
## convicted_drinking_within_six_hours_of_traffic_investigation 6.787e-01
## convicted_acquisition_possession_and_use_of_drugs 2.213e-01
## convicted_section_24_of_the_medicines_act_other 2.331e-01
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 2.072e-01
## convicted_road_traffic_act_other_1 7.491e-01
## convicted_violating_traffic_signage_act 6.231e-01
## convicted_temporary_suspension_of_driving_lisence 7.846e-04
## convicted_assault_and_battery 4.521e-02
## convicted_reckless_behavior 3.068e-01
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint 7.885e-04
## convicted_damage 4.275e-01
## convicted_threats 8.715e-01
## convicted_grievous_bodily_harm 1.975e-05
## convicted_serious_drug_offense 2.231e-07
## convicted_aggravated_assault 2.074e-01
## convicted_intention_of_committing_an_offens 1.104e-01
## convicted_theft 5.428e-02
## convicted_road_traffic_act_other_5 8.272e-03
## convicted_violating_basic_traffic_rules 5.838e-01
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. 4.431e-01
## convicted_obstruction_of_a_public_official 7.888e-01
## convicted_aggravated_theft 3.911e-02
## convicted_fraud 2.975e-01
## convicted_judgment_in_arrears 6.536e-01
## convicted_abuse_in_close_relationships 8.124e-08
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official 2.610e-04
## convicted_violation_of_police_act 4.248e-01
## convicted_serious_fraud 1.723e-03
## convicted_disorderly_conduct 7.535e-04
## convicted_minor_theft 4.954e-01
## convicted_unauthorized_entry_or_stay 6.198e-01
## convicted_theft_of_motor_vehicles_etc 3.760e-02
## convicted_road_traffic_act_other_4 3.157e-01
## convicted_incorrect_explanation 6.642e-04
## convicted_document_forgery 6.992e-03
## convicted_breach_of_the_duty_of_identification 9.676e-01
## convicted_violation_in_prison 1.850e-03
## aggravating_any 1.388e-02
## mitigating_any 1.525e-01
## CI Lower
## (Intercept) -223.9806
## defendant_age 0.4355
## defendant_is_woman -42.1399
## defendant_some_foreign_background -23.5070
## defendant_log_net_income -5.5205
## case_is_not_oslo -22.0685
## defendant_is_married -22.8180
## judge_age 0.4224
## judge_is_woman -16.6483
## judge_some_foreign_background -51.5384
## judge_log_net_income -54.2394
## judge_is_married -12.5222
## convicted_stay_of_execution_.conditional_imprisonment_. -23.4366
## convicted_bodily_injury 21.1879
## convicted_drug_offense -60.7988
## convicted_illegal_arming_in_a_public_place -5.2614
## convicted_participation -32.9757
## convicted_courtesy -22.2683
## convicted_general_violation_of_traffic_act_1 -94.2488
## convicted_drinking_within_six_hours_of_traffic_investigation -18.4099
## convicted_acquisition_possession_and_use_of_drugs -65.9163
## convicted_section_24_of_the_medicines_act_other -248.5708
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. -7.3997
## convicted_road_traffic_act_other_1 -67.2595
## convicted_violating_traffic_signage_act -94.6405
## convicted_temporary_suspension_of_driving_lisence 8.3905
## convicted_assault_and_battery -43.5859
## convicted_reckless_behavior -38.0316
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint 19.1947
## convicted_damage -12.2510
## convicted_threats -20.9217
## convicted_grievous_bodily_harm 160.1366
## convicted_serious_drug_offense 330.1830
## convicted_aggravated_assault -11.9704
## convicted_intention_of_committing_an_offens -9.8653
## convicted_theft -51.3521
## convicted_road_traffic_act_other_5 11.1071
## convicted_violating_basic_traffic_rules -11.9395
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. -12.5476
## convicted_obstruction_of_a_public_official -17.0971
## convicted_aggravated_theft 2.7910
## convicted_fraud -42.7063
## convicted_judgment_in_arrears -77.8762
## convicted_abuse_in_close_relationships 202.7797
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official -56.8756
## convicted_violation_of_police_act -36.7652
## convicted_serious_fraud 24.7361
## convicted_disorderly_conduct -48.8492
## convicted_minor_theft -20.6351
## convicted_unauthorized_entry_or_stay -43.3776
## convicted_theft_of_motor_vehicles_etc 3.4111
## convicted_road_traffic_act_other_4 -16.4390
## convicted_incorrect_explanation -102.0731
## convicted_document_forgery 14.9012
## convicted_breach_of_the_duty_of_identification -22.1585
## convicted_violation_in_prison -117.5621
## aggravating_any 5.9075
## mitigating_any -5.3239
## CI Upper
## (Intercept) 683.8802
## defendant_age 1.5928
## defendant_is_woman -10.7524
## defendant_some_foreign_background 17.5023
## defendant_log_net_income -0.2851
## case_is_not_oslo 37.0972
## defendant_is_married 47.7804
## judge_age 2.0664
## judge_is_woman 15.2989
## judge_some_foreign_background 10.1703
## judge_log_net_income 20.3857
## judge_is_married 25.9304
## convicted_stay_of_execution_.conditional_imprisonment_. 19.0320
## convicted_bodily_injury 76.2779
## convicted_drug_offense 10.6757
## convicted_illegal_arming_in_a_public_place 40.8882
## convicted_participation 92.8055
## convicted_courtesy 64.6858
## convicted_general_violation_of_traffic_act_1 -37.3610
## convicted_drinking_within_six_hours_of_traffic_investigation 12.0098
## convicted_acquisition_possession_and_use_of_drugs 250.4546
## convicted_section_24_of_the_medicines_act_other 68.1217
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 33.9751
## convicted_road_traffic_act_other_1 90.0254
## convicted_violating_traffic_signage_act 59.8611
## convicted_temporary_suspension_of_driving_lisence 31.5387
## convicted_assault_and_battery -0.4737
## convicted_reckless_behavior 12.1014
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint 70.9161
## convicted_damage 28.7449
## convicted_threats 17.7488
## convicted_grievous_bodily_harm 385.6740
## convicted_serious_drug_offense 687.5264
## convicted_aggravated_assault 53.7223
## convicted_intention_of_committing_an_offens 93.3354
## convicted_theft 0.4743
## convicted_road_traffic_act_other_5 73.1334
## convicted_violating_basic_traffic_rules 21.1355
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. 5.5203
## convicted_obstruction_of_a_public_official 13.0101
## convicted_aggravated_theft 106.0220
## convicted_fraud 13.2103
## convicted_judgment_in_arrears 122.9373
## convicted_abuse_in_close_relationships 386.5242
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official -17.3708
## convicted_violation_of_police_act 15.5905
## convicted_serious_fraud 103.9577
## convicted_disorderly_conduct -13.2932
## convicted_minor_theft 42.3674
## convicted_unauthorized_entry_or_stay 26.0262
## convicted_theft_of_motor_vehicles_etc 111.9310
## convicted_road_traffic_act_other_4 49.7757
## convicted_incorrect_explanation -28.3430
## convicted_document_forgery 88.0169
## convicted_breach_of_the_duty_of_identification 23.0820
## convicted_violation_in_prison -28.9744
## aggravating_any 51.8180
## mitigating_any 33.9898
## DF
## (Intercept) 5.940
## defendant_age 310.774
## defendant_is_woman 248.162
## defendant_some_foreign_background 321.512
## defendant_log_net_income 289.984
## case_is_not_oslo 131.125
## defendant_is_married 199.810
## judge_age 74.549
## judge_is_woman 336.133
## judge_some_foreign_background 17.745
## judge_log_net_income 4.976
## judge_is_married 232.228
## convicted_stay_of_execution_.conditional_imprisonment_. 99.705
## convicted_bodily_injury 158.944
## convicted_drug_offense 220.092
## convicted_illegal_arming_in_a_public_place 117.539
## convicted_participation 113.734
## convicted_courtesy 68.889
## convicted_general_violation_of_traffic_act_1 207.905
## convicted_drinking_within_six_hours_of_traffic_investigation 203.984
## convicted_acquisition_possession_and_use_of_drugs 9.493
## convicted_section_24_of_the_medicines_act_other 10.050
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 299.963
## convicted_road_traffic_act_other_1 8.501
## convicted_violating_traffic_signage_act 9.054
## convicted_temporary_suspension_of_driving_lisence 278.323
## convicted_assault_and_battery 253.042
## convicted_reckless_behavior 87.880
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint 110.177
## convicted_damage 130.698
## convicted_threats 159.569
## convicted_grievous_bodily_harm 36.153
## convicted_serious_drug_offense 79.550
## convicted_aggravated_assault 47.929
## convicted_intention_of_committing_an_offens 46.145
## convicted_theft 140.609
## convicted_road_traffic_act_other_5 99.499
## convicted_violating_basic_traffic_rules 170.896
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. 136.648
## convicted_obstruction_of_a_public_official 139.882
## convicted_aggravated_theft 74.928
## convicted_fraud 91.288
## convicted_judgment_in_arrears 45.569
## convicted_abuse_in_close_relationships 42.253
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official 270.450
## convicted_violation_of_police_act 118.915
## convicted_serious_fraud 96.685
## convicted_disorderly_conduct 115.219
## convicted_minor_theft 102.013
## convicted_unauthorized_entry_or_stay 73.596
## convicted_theft_of_motor_vehicles_etc 64.028
## convicted_road_traffic_act_other_4 43.477
## convicted_incorrect_explanation 107.407
## convicted_document_forgery 39.296
## convicted_breach_of_the_duty_of_identification 69.597
## convicted_violation_in_prison 37.591
## aggravating_any 339.254
## mitigating_any 359.568
##
## Multiple R-squared: 0.2388 , Adjusted R-squared: 0.2272
## F-statistic: 11.72 on 57 and 584 DF, p-value: < 2.2e-16
fit_restricted_dataset <- lm_robust(formula = as.formula(paste0('punishment_prison_days ~ ', ivs)), data = df_short_prison_only, clusters = judge__id)
summary(fit_restricted_dataset)
##
## Call:
## lm_robust(formula = as.formula(paste0("punishment_prison_days ~ ",
## ivs)), data = df_short_prison_only, clusters = judge__id)
##
## Standard error type: CR2
##
## Coefficients:
## Estimate
## (Intercept) 359.709
## defendant_age 1.035
## defendant_is_woman -25.193
## defendant_some_foreign_background -1.933
## defendant_log_net_income -3.490
## case_is_not_oslo 6.211
## defendant_is_married 11.231
## judge_age 1.655
## judge_is_woman 0.780
## judge_some_foreign_background -28.083
## judge_log_net_income -24.281
## judge_is_married 6.707
## convicted_stay_of_execution_.conditional_imprisonment_. -25.186
## convicted_bodily_injury 33.450
## convicted_drug_offense -28.463
## convicted_illegal_arming_in_a_public_place 14.295
## convicted_participation 11.787
## convicted_courtesy 28.040
## convicted_general_violation_of_traffic_act_1 -99.021
## convicted_drinking_within_six_hours_of_traffic_investigation -1.499
## convicted_acquisition_possession_and_use_of_drugs 91.042
## convicted_section_24_of_the_medicines_act_other -97.804
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 16.294
## convicted_road_traffic_act_other_1 35.027
## convicted_violating_traffic_signage_act -35.039
## convicted_temporary_suspension_of_driving_lisence 17.703
## convicted_assault_and_battery -34.753
## convicted_reckless_behavior -5.889
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint 34.948
## convicted_damage 11.997
## convicted_threats -4.823
## convicted_grievous_bodily_harm 303.467
## convicted_serious_drug_offense 667.459
## convicted_aggravated_assault 20.138
## convicted_intention_of_committing_an_offens 53.817
## convicted_theft -28.357
## convicted_road_traffic_act_other_5 44.513
## convicted_violating_basic_traffic_rules 10.826
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. -6.473
## convicted_obstruction_of_a_public_official 2.734
## convicted_aggravated_theft 71.322
## convicted_fraud -21.282
## convicted_judgment_in_arrears 12.137
## convicted_abuse_in_close_relationships 318.729
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official -59.969
## convicted_violation_of_police_act -27.491
## convicted_serious_fraud 94.908
## convicted_disorderly_conduct -23.132
## convicted_minor_theft 13.552
## convicted_unauthorized_entry_or_stay -9.638
## convicted_theft_of_motor_vehicles_etc 106.514
## convicted_road_traffic_act_other_4 12.012
## convicted_incorrect_explanation -110.585
## convicted_document_forgery 54.397
## convicted_breach_of_the_duty_of_identification 1.356
## convicted_violation_in_prison -84.624
## aggravating_any 24.020
## mitigating_any 19.490
## Std. Error
## (Intercept) 266.2419
## defendant_age 0.3402
## defendant_is_woman 8.8973
## defendant_some_foreign_background 12.0721
## defendant_log_net_income 1.5712
## case_is_not_oslo 16.5190
## defendant_is_married 20.6894
## judge_age 0.5282
## judge_is_woman 9.5496
## judge_some_foreign_background 16.5247
## judge_log_net_income 20.9355
## judge_is_married 11.5941
## convicted_stay_of_execution_.conditional_imprisonment_. 13.0898
## convicted_bodily_injury 16.5483
## convicted_drug_offense 21.1024
## convicted_illegal_arming_in_a_public_place 15.1743
## convicted_participation 35.3415
## convicted_courtesy 24.0708
## convicted_general_violation_of_traffic_act_1 18.0778
## convicted_drinking_within_six_hours_of_traffic_investigation 8.3835
## convicted_acquisition_possession_and_use_of_drugs 69.8298
## convicted_section_24_of_the_medicines_act_other 70.5224
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 11.7151
## convicted_road_traffic_act_other_1 57.2846
## convicted_violating_traffic_signage_act 57.3750
## convicted_temporary_suspension_of_driving_lisence 6.3939
## convicted_assault_and_battery 13.5471
## convicted_reckless_behavior 15.9859
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint 14.9722
## convicted_damage 12.8897
## convicted_threats 11.0482
## convicted_grievous_bodily_harm 57.8207
## convicted_serious_drug_offense 102.5565
## convicted_aggravated_assault 14.2551
## convicted_intention_of_committing_an_offens 27.6979
## convicted_theft 17.1466
## convicted_road_traffic_act_other_5 20.6248
## convicted_violating_basic_traffic_rules 10.2564
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. 5.6229
## convicted_obstruction_of_a_public_official 10.3373
## convicted_aggravated_theft 27.9182
## convicted_fraud 18.5206
## convicted_judgment_in_arrears 53.8438
## convicted_abuse_in_close_relationships 47.0827
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official 12.7119
## convicted_violation_of_police_act 17.2877
## convicted_serious_fraud 23.6638
## convicted_disorderly_conduct 11.5873
## convicted_minor_theft 19.6272
## convicted_unauthorized_entry_or_stay 18.9277
## convicted_theft_of_motor_vehicles_etc 26.5370
## convicted_road_traffic_act_other_4 18.7655
## convicted_incorrect_explanation 24.0752
## convicted_document_forgery 23.7619
## convicted_breach_of_the_duty_of_identification 12.7642
## convicted_violation_in_prison 21.4525
## aggravating_any 13.1610
## mitigating_any 11.5167
## t value
## (Intercept) 1.35106
## defendant_age 3.04220
## defendant_is_woman -2.83152
## defendant_some_foreign_background -0.16015
## defendant_log_net_income -2.22100
## case_is_not_oslo 0.37599
## defendant_is_married 0.54282
## judge_age 3.13308
## judge_is_woman 0.08168
## judge_some_foreign_background -1.69947
## judge_log_net_income -1.15979
## judge_is_married 0.57846
## convicted_stay_of_execution_.conditional_imprisonment_. -1.92411
## convicted_bodily_injury 2.02139
## convicted_drug_offense -1.34881
## convicted_illegal_arming_in_a_public_place 0.94203
## convicted_participation 0.33352
## convicted_courtesy 1.16488
## convicted_general_violation_of_traffic_act_1 -5.47751
## convicted_drinking_within_six_hours_of_traffic_investigation -0.17881
## convicted_acquisition_possession_and_use_of_drugs 1.30377
## convicted_section_24_of_the_medicines_act_other -1.38684
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 1.39082
## convicted_road_traffic_act_other_1 0.61146
## convicted_violating_traffic_signage_act -0.61071
## convicted_temporary_suspension_of_driving_lisence 2.76879
## convicted_assault_and_battery -2.56536
## convicted_reckless_behavior -0.36840
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint 2.33420
## convicted_damage 0.93076
## convicted_threats -0.43655
## convicted_grievous_bodily_harm 5.24842
## convicted_serious_drug_offense 6.50821
## convicted_aggravated_assault 1.41269
## convicted_intention_of_committing_an_offens 1.94300
## convicted_theft -1.65380
## convicted_road_traffic_act_other_5 2.15824
## convicted_violating_basic_traffic_rules 1.05556
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. -1.15128
## convicted_obstruction_of_a_public_official 0.26443
## convicted_aggravated_theft 2.55469
## convicted_fraud -1.14909
## convicted_judgment_in_arrears 0.22542
## convicted_abuse_in_close_relationships 6.76957
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official -4.71755
## convicted_violation_of_police_act -1.59023
## convicted_serious_fraud 4.01068
## convicted_disorderly_conduct -1.99629
## convicted_minor_theft 0.69047
## convicted_unauthorized_entry_or_stay -0.50920
## convicted_theft_of_motor_vehicles_etc 4.01379
## convicted_road_traffic_act_other_4 0.64013
## convicted_incorrect_explanation -4.59330
## convicted_document_forgery 2.28926
## convicted_breach_of_the_duty_of_identification 0.10621
## convicted_violation_in_prison -3.94473
## aggravating_any 1.82508
## mitigating_any 1.69232
## Pr(>|t|)
## (Intercept) 2.193e-01
## defendant_age 2.562e-03
## defendant_is_woman 5.075e-03
## defendant_some_foreign_background 8.729e-01
## defendant_log_net_income 2.720e-02
## case_is_not_oslo 7.076e-01
## defendant_is_married 5.879e-01
## judge_age 2.451e-03
## judge_is_woman 9.350e-01
## judge_some_foreign_background 1.071e-01
## judge_log_net_income 2.911e-01
## judge_is_married 5.635e-01
## convicted_stay_of_execution_.conditional_imprisonment_. 5.721e-02
## convicted_bodily_injury 4.506e-02
## convicted_drug_offense 1.790e-01
## convicted_illegal_arming_in_a_public_place 3.482e-01
## convicted_participation 7.395e-01
## convicted_courtesy 2.491e-01
## convicted_general_violation_of_traffic_act_1 1.350e-07
## convicted_drinking_within_six_hours_of_traffic_investigation 8.583e-01
## convicted_acquisition_possession_and_use_of_drugs 2.219e-01
## convicted_section_24_of_the_medicines_act_other 1.944e-01
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 1.654e-01
## convicted_road_traffic_act_other_1 5.718e-01
## convicted_violating_traffic_signage_act 5.706e-01
## convicted_temporary_suspension_of_driving_lisence 6.018e-03
## convicted_assault_and_battery 1.094e-02
## convicted_reckless_behavior 7.136e-01
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint 2.158e-02
## convicted_damage 3.541e-01
## convicted_threats 6.631e-01
## convicted_grievous_bodily_harm 7.346e-06
## convicted_serious_drug_offense 1.367e-08
## convicted_aggravated_assault 1.642e-01
## convicted_intention_of_committing_an_offens 6.008e-02
## convicted_theft 1.009e-01
## convicted_road_traffic_act_other_5 3.362e-02
## convicted_violating_basic_traffic_rules 2.929e-01
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. 2.518e-01
## convicted_obstruction_of_a_public_official 7.920e-01
## convicted_aggravated_theft 1.315e-02
## convicted_fraud 2.546e-01
## convicted_judgment_in_arrears 8.229e-01
## convicted_abuse_in_close_relationships 2.834e-08
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official 4.068e-06
## convicted_violation_of_police_act 1.148e-01
## convicted_serious_fraud 1.343e-04
## convicted_disorderly_conduct 4.899e-02
## convicted_minor_theft 4.917e-01
## convicted_unauthorized_entry_or_stay 6.123e-01
## convicted_theft_of_motor_vehicles_etc 1.960e-04
## convicted_road_traffic_act_other_4 5.259e-01
## convicted_incorrect_explanation 1.704e-05
## convicted_document_forgery 2.796e-02
## convicted_breach_of_the_duty_of_identification 9.158e-01
## convicted_violation_in_prison 3.645e-04
## aggravating_any 6.895e-02
## mitigating_any 9.149e-02
## CI Lower
## (Intercept) -271.8515
## defendant_age 0.3655
## defendant_is_woman -42.7305
## defendant_some_foreign_background -25.6919
## defendant_log_net_income -6.5833
## case_is_not_oslo -26.4934
## defendant_is_married -29.5904
## judge_age 0.6030
## judge_is_woman -18.0075
## judge_some_foreign_background -62.9010
## judge_log_net_income -75.7768
## judge_is_married -16.1405
## convicted_stay_of_execution_.conditional_imprisonment_. -51.1590
## convicted_bodily_injury 0.7461
## convicted_drug_offense -70.0925
## convicted_illegal_arming_in_a_public_place -15.7743
## convicted_participation -58.4325
## convicted_courtesy -20.1906
## convicted_general_violation_of_traffic_act_1 -134.6794
## convicted_drinking_within_six_hours_of_traffic_investigation -18.0440
## convicted_acquisition_possession_and_use_of_drugs -64.8017
## convicted_section_24_of_the_medicines_act_other -254.0290
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. -6.7658
## convicted_road_traffic_act_other_1 -119.8140
## convicted_violating_traffic_signage_act -186.9962
## convicted_temporary_suspension_of_driving_lisence 5.1148
## convicted_assault_and_battery -61.4447
## convicted_reckless_behavior -37.7090
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint 5.2446
## convicted_damage -13.5551
## convicted_threats -26.6584
## convicted_grievous_bodily_harm 186.1307
## convicted_serious_drug_offense 462.5618
## convicted_aggravated_assault -8.5257
## convicted_intention_of_committing_an_offens -2.4092
## convicted_theft -62.3220
## convicted_road_traffic_act_other_5 3.5280
## convicted_violating_basic_traffic_rules -9.4469
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. -17.5993
## convicted_obstruction_of_a_public_official -17.7578
## convicted_aggravated_theft 15.4913
## convicted_fraud -58.2539
## convicted_judgment_in_arrears -96.8591
## convicted_abuse_in_close_relationships 223.7665
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official -85.0110
## convicted_violation_of_police_act -61.7751
## convicted_serious_fraud 47.8226
## convicted_disorderly_conduct -46.1588
## convicted_minor_theft -25.4472
## convicted_unauthorized_entry_or_stay -47.4399
## convicted_theft_of_motor_vehicles_etc 53.2399
## convicted_road_traffic_act_other_4 -25.9580
## convicted_incorrect_explanation -158.5365
## convicted_document_forgery 6.2256
## convicted_breach_of_the_duty_of_identification -24.1677
## convicted_violation_in_prison -128.1688
## aggravating_any -1.8761
## mitigating_any -3.1617
## CI Upper
## (Intercept) 991.2704
## defendant_age 1.7047
## defendant_is_woman -7.6552
## defendant_some_foreign_background 21.8251
## defendant_log_net_income -0.3959
## case_is_not_oslo 38.9154
## defendant_is_married 52.0516
## judge_age 2.7068
## judge_is_woman 19.5676
## judge_some_foreign_background 6.7347
## judge_log_net_income 27.2152
## judge_is_married 29.5540
## convicted_stay_of_execution_.conditional_imprisonment_. 0.7864
## convicted_bodily_injury 66.1549
## convicted_drug_offense 13.1664
## convicted_illegal_arming_in_a_public_place 44.3637
## convicted_participation 82.0064
## convicted_courtesy 76.2697
## convicted_general_violation_of_traffic_act_1 -63.3632
## convicted_drinking_within_six_hours_of_traffic_investigation 15.0459
## convicted_acquisition_possession_and_use_of_drugs 246.8859
## convicted_section_24_of_the_medicines_act_other 58.4218
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 39.3529
## convicted_road_traffic_act_other_1 189.8680
## convicted_violating_traffic_signage_act 116.9173
## convicted_temporary_suspension_of_driving_lisence 30.2918
## convicted_assault_and_battery -8.0614
## convicted_reckless_behavior 25.9307
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint 64.6517
## convicted_damage 37.5495
## convicted_threats 17.0121
## convicted_grievous_bodily_harm 420.8038
## convicted_serious_drug_offense 872.3562
## convicted_aggravated_assault 48.8018
## convicted_intention_of_committing_an_offens 110.0432
## convicted_theft 5.6079
## convicted_road_traffic_act_other_5 85.4986
## convicted_violating_basic_traffic_rules 31.0993
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. 4.6524
## convicted_obstruction_of_a_public_official 23.2248
## convicted_aggravated_theft 127.1533
## convicted_fraud 15.6904
## convicted_judgment_in_arrears 121.1338
## convicted_abuse_in_close_relationships 413.6925
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official -34.9270
## convicted_violation_of_police_act 6.7925
## convicted_serious_fraud 141.9934
## convicted_disorderly_conduct -0.1042
## convicted_minor_theft 52.5511
## convicted_unauthorized_entry_or_stay 28.1640
## convicted_theft_of_motor_vehicles_etc 159.7880
## convicted_road_traffic_act_other_4 49.9829
## convicted_incorrect_explanation -62.6328
## convicted_document_forgery 102.5685
## convicted_breach_of_the_duty_of_identification 26.8789
## convicted_violation_in_prison -41.0795
## aggravating_any 49.9157
## mitigating_any 42.1416
## DF
## (Intercept) 6.892
## defendant_age 292.137
## defendant_is_woman 213.744
## defendant_some_foreign_background 294.387
## defendant_log_net_income 263.607
## case_is_not_oslo 120.740
## defendant_is_married 182.570
## judge_age 76.569
## judge_is_woman 321.428
## judge_some_foreign_background 17.301
## judge_log_net_income 5.873
## judge_is_married 224.463
## convicted_stay_of_execution_.conditional_imprisonment_. 99.107
## convicted_bodily_injury 146.370
## convicted_drug_offense 186.870
## convicted_illegal_arming_in_a_public_place 110.952
## convicted_participation 89.321
## convicted_courtesy 55.454
## convicted_general_violation_of_traffic_act_1 190.713
## convicted_drinking_within_six_hours_of_traffic_investigation 176.300
## convicted_acquisition_possession_and_use_of_drugs 9.881
## convicted_section_24_of_the_medicines_act_other 10.448
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 284.288
## convicted_road_traffic_act_other_1 4.294
## convicted_violating_traffic_signage_act 4.552
## convicted_temporary_suspension_of_driving_lisence 268.746
## convicted_assault_and_battery 230.996
## convicted_reckless_behavior 78.873
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint 100.242
## convicted_damage 107.027
## convicted_threats 145.890
## convicted_grievous_bodily_harm 35.385
## convicted_serious_drug_offense 63.726
## convicted_aggravated_assault 47.878
## convicted_intention_of_committing_an_offens 35.060
## convicted_theft 114.724
## convicted_road_traffic_act_other_5 88.323
## convicted_violating_basic_traffic_rules 143.562
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. 127.876
## convicted_obstruction_of_a_public_official 107.589
## convicted_aggravated_theft 60.723
## convicted_fraud 66.516
## convicted_judgment_in_arrears 38.049
## convicted_abuse_in_close_relationships 42.816
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official 238.303
## convicted_violation_of_police_act 103.578
## convicted_serious_fraud 80.786
## convicted_disorderly_conduct 87.990
## convicted_minor_theft 88.932
## convicted_unauthorized_entry_or_stay 64.934
## convicted_theft_of_motor_vehicles_etc 51.049
## convicted_road_traffic_act_other_4 38.570
## convicted_incorrect_explanation 75.814
## convicted_document_forgery 36.432
## convicted_breach_of_the_duty_of_identification 61.044
## convicted_violation_in_prison 35.139
## aggravating_any 310.757
## mitigating_any 345.395
##
## Multiple R-squared: 0.3128 , Adjusted R-squared: 0.2995
## F-statistic: 14.82 on 57 and 561 DF, p-value: < 2.2e-16
fit_restricted_dataset_logged_dv <- lm_robust(formula = as.formula(paste0('punishment_prison_days_log ~ ', ivs)), data = df_short_prison_only, clusters = judge__id)
summary(fit_restricted_dataset_logged_dv)
##
## Call:
## lm_robust(formula = as.formula(paste0("punishment_prison_days_log ~ ",
## ivs)), data = df_short_prison_only, clusters = judge__id)
##
## Standard error type: CR2
##
## Coefficients:
## Estimate
## (Intercept) 3.846064
## defendant_age 0.003586
## defendant_is_woman -0.102604
## defendant_some_foreign_background -0.018789
## defendant_log_net_income -0.011934
## case_is_not_oslo 0.078452
## defendant_is_married -0.027642
## judge_age 0.005641
## judge_is_woman 0.018880
## judge_some_foreign_background -0.178228
## judge_log_net_income -0.038096
## judge_is_married -0.039445
## convicted_stay_of_execution_.conditional_imprisonment_. -0.164160
## convicted_bodily_injury 1.037721
## convicted_drug_offense 0.138249
## convicted_illegal_arming_in_a_public_place 0.157918
## convicted_participation 0.088159
## convicted_courtesy 0.428854
## convicted_general_violation_of_traffic_act_1 -0.599789
## convicted_drinking_within_six_hours_of_traffic_investigation 0.013626
## convicted_acquisition_possession_and_use_of_drugs 0.524979
## convicted_section_24_of_the_medicines_act_other -0.576090
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 0.069422
## convicted_road_traffic_act_other_1 -0.267936
## convicted_violating_traffic_signage_act 0.272739
## convicted_temporary_suspension_of_driving_lisence 0.379975
## convicted_assault_and_battery 0.055278
## convicted_reckless_behavior 0.146300
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint 0.487804
## convicted_damage 0.163376
## convicted_threats 0.152752
## convicted_grievous_bodily_harm 1.210060
## convicted_serious_drug_offense 2.276574
## convicted_aggravated_assault 0.562005
## convicted_intention_of_committing_an_offens 0.373951
## convicted_theft 0.118520
## convicted_road_traffic_act_other_5 0.323795
## convicted_violating_basic_traffic_rules 0.090223
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. -0.070136
## convicted_obstruction_of_a_public_official 0.098432
## convicted_aggravated_theft 0.711155
## convicted_fraud -0.013157
## convicted_judgment_in_arrears -0.007105
## convicted_abuse_in_close_relationships 1.924384
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official -0.322457
## convicted_violation_of_police_act -0.242044
## convicted_serious_fraud 1.009697
## convicted_disorderly_conduct -0.148380
## convicted_minor_theft -0.028545
## convicted_unauthorized_entry_or_stay -0.016694
## convicted_theft_of_motor_vehicles_etc 0.578588
## convicted_road_traffic_act_other_4 0.118626
## convicted_incorrect_explanation -0.537258
## convicted_document_forgery 0.439966
## convicted_breach_of_the_duty_of_identification 0.073978
## convicted_violation_in_prison -0.714257
## aggravating_any 0.256766
## mitigating_any 0.025768
## Std. Error
## (Intercept) 0.783627
## defendant_age 0.001226
## defendant_is_woman 0.041772
## defendant_some_foreign_background 0.038091
## defendant_log_net_income 0.004712
## case_is_not_oslo 0.045739
## defendant_is_married 0.061813
## judge_age 0.001804
## judge_is_woman 0.034953
## judge_some_foreign_background 0.089511
## judge_log_net_income 0.061316
## judge_is_married 0.037596
## convicted_stay_of_execution_.conditional_imprisonment_. 0.058408
## convicted_bodily_injury 0.055458
## convicted_drug_offense 0.057956
## convicted_illegal_arming_in_a_public_place 0.079758
## convicted_participation 0.075187
## convicted_courtesy 0.115238
## convicted_general_violation_of_traffic_act_1 0.075750
## convicted_drinking_within_six_hours_of_traffic_investigation 0.053176
## convicted_acquisition_possession_and_use_of_drugs 0.315836
## convicted_section_24_of_the_medicines_act_other 0.316576
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 0.036151
## convicted_road_traffic_act_other_1 0.214511
## convicted_violating_traffic_signage_act 0.221199
## convicted_temporary_suspension_of_driving_lisence 0.041759
## convicted_assault_and_battery 0.050400
## convicted_reckless_behavior 0.106498
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint 0.080435
## convicted_damage 0.072890
## convicted_threats 0.064567
## convicted_grievous_bodily_harm 0.109072
## convicted_serious_drug_offense 0.149036
## convicted_aggravated_assault 0.098658
## convicted_intention_of_committing_an_offens 0.104632
## convicted_theft 0.083607
## convicted_road_traffic_act_other_5 0.110780
## convicted_violating_basic_traffic_rules 0.059746
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. 0.041267
## convicted_obstruction_of_a_public_official 0.074732
## convicted_aggravated_theft 0.128909
## convicted_fraud 0.103944
## convicted_judgment_in_arrears 0.129704
## convicted_abuse_in_close_relationships 0.118606
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official 0.054341
## convicted_violation_of_police_act 0.075343
## convicted_serious_fraud 0.124167
## convicted_disorderly_conduct 0.082508
## convicted_minor_theft 0.131219
## convicted_unauthorized_entry_or_stay 0.108688
## convicted_theft_of_motor_vehicles_etc 0.126193
## convicted_road_traffic_act_other_4 0.130425
## convicted_incorrect_explanation 0.126176
## convicted_document_forgery 0.177958
## convicted_breach_of_the_duty_of_identification 0.092100
## convicted_violation_in_prison 0.163294
## aggravating_any 0.039675
## mitigating_any 0.035220
## t value
## (Intercept) 4.90803
## defendant_age 2.92543
## defendant_is_woman -2.45627
## defendant_some_foreign_background -0.49326
## defendant_log_net_income -2.53255
## case_is_not_oslo 1.71522
## defendant_is_married -0.44719
## judge_age 3.12709
## judge_is_woman 0.54015
## judge_some_foreign_background -1.99113
## judge_log_net_income -0.62131
## judge_is_married -1.04918
## convicted_stay_of_execution_.conditional_imprisonment_. -2.81060
## convicted_bodily_injury 18.71171
## convicted_drug_offense 2.38542
## convicted_illegal_arming_in_a_public_place 1.97998
## convicted_participation 1.17253
## convicted_courtesy 3.72147
## convicted_general_violation_of_traffic_act_1 -7.91801
## convicted_drinking_within_six_hours_of_traffic_investigation 0.25624
## convicted_acquisition_possession_and_use_of_drugs 1.66219
## convicted_section_24_of_the_medicines_act_other -1.81975
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 1.92032
## convicted_road_traffic_act_other_1 -1.24905
## convicted_violating_traffic_signage_act 1.23300
## convicted_temporary_suspension_of_driving_lisence 9.09921
## convicted_assault_and_battery 1.09679
## convicted_reckless_behavior 1.37373
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint 6.06455
## convicted_damage 2.24141
## convicted_threats 2.36578
## convicted_grievous_bodily_harm 11.09412
## convicted_serious_drug_offense 15.27531
## convicted_aggravated_assault 5.69648
## convicted_intention_of_committing_an_offens 3.57398
## convicted_theft 1.41759
## convicted_road_traffic_act_other_5 2.92286
## convicted_violating_basic_traffic_rules 1.51010
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. -1.69957
## convicted_obstruction_of_a_public_official 1.31714
## convicted_aggravated_theft 5.51672
## convicted_fraud -0.12658
## convicted_judgment_in_arrears -0.05477
## convicted_abuse_in_close_relationships 16.22498
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official -5.93391
## convicted_violation_of_police_act -3.21255
## convicted_serious_fraud 8.13177
## convicted_disorderly_conduct -1.79838
## convicted_minor_theft -0.21754
## convicted_unauthorized_entry_or_stay -0.15360
## convicted_theft_of_motor_vehicles_etc 4.58495
## convicted_road_traffic_act_other_4 0.90953
## convicted_incorrect_explanation -4.25802
## convicted_document_forgery 2.47229
## convicted_breach_of_the_duty_of_identification 0.80324
## convicted_violation_in_prison -4.37406
## aggravating_any 6.47167
## mitigating_any 0.73165
## Pr(>|t|)
## (Intercept) 1.816e-03
## defendant_age 3.710e-03
## defendant_is_woman 1.484e-02
## defendant_some_foreign_background 6.222e-01
## defendant_log_net_income 1.190e-02
## case_is_not_oslo 8.887e-02
## defendant_is_married 6.553e-01
## judge_age 2.496e-03
## judge_is_woman 5.895e-01
## judge_some_foreign_background 6.250e-02
## judge_log_net_income 5.577e-01
## judge_is_married 2.952e-01
## convicted_stay_of_execution_.conditional_imprisonment_. 5.960e-03
## convicted_bodily_injury 1.178e-40
## convicted_drug_offense 1.806e-02
## convicted_illegal_arming_in_a_public_place 5.018e-02
## convicted_participation 2.441e-01
## convicted_courtesy 4.643e-04
## convicted_general_violation_of_traffic_act_1 1.937e-13
## convicted_drinking_within_six_hours_of_traffic_investigation 7.981e-01
## convicted_acquisition_possession_and_use_of_drugs 1.278e-01
## convicted_section_24_of_the_medicines_act_other 9.753e-02
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 5.582e-02
## convicted_road_traffic_act_other_1 2.754e-01
## convicted_violating_traffic_signage_act 2.774e-01
## convicted_temporary_suspension_of_driving_lisence 2.105e-17
## convicted_assault_and_battery 2.739e-01
## convicted_reckless_behavior 1.734e-01
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint 2.354e-08
## convicted_damage 2.706e-02
## convicted_threats 1.931e-02
## convicted_grievous_bodily_harm 4.531e-13
## convicted_serious_drug_offense 5.589e-23
## convicted_aggravated_assault 7.321e-07
## convicted_intention_of_committing_an_offens 1.048e-03
## convicted_theft 1.590e-01
## convicted_road_traffic_act_other_5 4.404e-03
## convicted_violating_basic_traffic_rules 1.332e-01
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. 9.164e-02
## convicted_obstruction_of_a_public_official 1.906e-01
## convicted_aggravated_theft 7.532e-07
## convicted_fraud 8.997e-01
## convicted_judgment_in_arrears 9.566e-01
## convicted_abuse_in_close_relationships 6.727e-20
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official 1.036e-08
## convicted_violation_of_police_act 1.754e-03
## convicted_serious_fraud 4.199e-12
## convicted_disorderly_conduct 7.555e-02
## convicted_minor_theft 8.283e-01
## convicted_unauthorized_entry_or_stay 8.784e-01
## convicted_theft_of_motor_vehicles_etc 2.968e-05
## convicted_road_traffic_act_other_4 3.687e-01
## convicted_incorrect_explanation 5.848e-05
## convicted_document_forgery 1.822e-02
## convicted_breach_of_the_duty_of_identification 4.250e-01
## convicted_violation_in_prison 1.038e-04
## aggravating_any 3.771e-10
## mitigating_any 4.649e-01
## CI Lower
## (Intercept) 1.9871964
## defendant_age 0.0011735
## defendant_is_woman -0.1849416
## defendant_some_foreign_background -0.0937543
## defendant_log_net_income -0.0212133
## case_is_not_oslo -0.0121016
## defendant_is_married -0.1496022
## judge_age 0.0020488
## judge_is_woman -0.0498860
## judge_some_foreign_background -0.3668291
## judge_log_net_income -0.1889174
## judge_is_married -0.1135312
## convicted_stay_of_execution_.conditional_imprisonment_. -0.2800518
## convicted_bodily_injury 0.9281187
## convicted_drug_offense 0.0239175
## convicted_illegal_arming_in_a_public_place -0.0001273
## convicted_participation -0.0612289
## convicted_courtesy 0.1979549
## convicted_general_violation_of_traffic_act_1 -0.7492047
## convicted_drinking_within_six_hours_of_traffic_investigation -0.0913177
## convicted_acquisition_possession_and_use_of_drugs -0.1798948
## convicted_section_24_of_the_medicines_act_other -1.2773876
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. -0.0017361
## convicted_road_traffic_act_other_1 -0.8477625
## convicted_violating_traffic_signage_act -0.3131022
## convicted_temporary_suspension_of_driving_lisence 0.2977587
## convicted_assault_and_battery -0.0440247
## convicted_reckless_behavior -0.0656842
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint 0.3282272
## convicted_damage 0.0188806
## convicted_threats 0.0251438
## convicted_grievous_bodily_harm 0.9887181
## convicted_serious_drug_offense 1.9788155
## convicted_aggravated_assault 0.3636261
## convicted_intention_of_committing_an_offens 0.1615507
## convicted_theft -0.0470928
## convicted_road_traffic_act_other_5 0.1036536
## convicted_violating_basic_traffic_rules -0.0278730
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. -0.1517912
## convicted_obstruction_of_a_public_official -0.0497060
## convicted_aggravated_theft 0.4533619
## convicted_fraud -0.2206586
## convicted_judgment_in_arrears -0.2696660
## convicted_abuse_in_close_relationships 1.6851623
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official -0.4295072
## convicted_violation_of_police_act -0.3914598
## convicted_serious_fraud 0.7626335
## convicted_disorderly_conduct -0.3123476
## convicted_minor_theft -0.2892774
## convicted_unauthorized_entry_or_stay -0.2337637
## convicted_theft_of_motor_vehicles_etc 0.3252511
## convicted_road_traffic_act_other_4 -0.1452779
## convicted_incorrect_explanation -0.7885690
## convicted_document_forgery 0.0791977
## convicted_breach_of_the_duty_of_identification -0.1101838
## convicted_violation_in_prison -1.0457150
## aggravating_any 0.1786999
## mitigating_any -0.0435036
## CI Upper
## (Intercept) 5.704931
## defendant_age 0.005999
## defendant_is_woman -0.020266
## defendant_some_foreign_background 0.056177
## defendant_log_net_income -0.002656
## case_is_not_oslo 0.169006
## defendant_is_married 0.094317
## judge_age 0.009234
## judge_is_woman 0.087646
## judge_some_foreign_background 0.010373
## judge_log_net_income 0.112725
## judge_is_married 0.034641
## convicted_stay_of_execution_.conditional_imprisonment_. -0.048269
## convicted_bodily_injury 1.147324
## convicted_drug_offense 0.252581
## convicted_illegal_arming_in_a_public_place 0.315964
## convicted_participation 0.237548
## convicted_courtesy 0.659752
## convicted_general_violation_of_traffic_act_1 -0.450374
## convicted_drinking_within_six_hours_of_traffic_investigation 0.118570
## convicted_acquisition_possession_and_use_of_drugs 1.229852
## convicted_section_24_of_the_medicines_act_other 0.125207
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 0.140581
## convicted_road_traffic_act_other_1 0.311891
## convicted_violating_traffic_signage_act 0.858579
## convicted_temporary_suspension_of_driving_lisence 0.462192
## convicted_assault_and_battery 0.154581
## convicted_reckless_behavior 0.358283
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint 0.647380
## convicted_damage 0.307870
## convicted_threats 0.280361
## convicted_grievous_bodily_harm 1.431402
## convicted_serious_drug_offense 2.574333
## convicted_aggravated_assault 0.760383
## convicted_intention_of_committing_an_offens 0.586352
## convicted_theft 0.284133
## convicted_road_traffic_act_other_5 0.543937
## convicted_violating_basic_traffic_rules 0.208318
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. 0.011519
## convicted_obstruction_of_a_public_official 0.246571
## convicted_aggravated_theft 0.968949
## convicted_fraud 0.194344
## convicted_judgment_in_arrears 0.255457
## convicted_abuse_in_close_relationships 2.163606
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official -0.215406
## convicted_violation_of_police_act -0.092629
## convicted_serious_fraud 1.256760
## convicted_disorderly_conduct 0.015587
## convicted_minor_theft 0.232187
## convicted_unauthorized_entry_or_stay 0.200375
## convicted_theft_of_motor_vehicles_etc 0.831925
## convicted_road_traffic_act_other_4 0.382531
## convicted_incorrect_explanation -0.285948
## convicted_document_forgery 0.800733
## convicted_breach_of_the_duty_of_identification 0.258140
## convicted_violation_in_prison -0.382800
## aggravating_any 0.334833
## mitigating_any 0.095041
## DF
## (Intercept) 6.892
## defendant_age 292.137
## defendant_is_woman 213.744
## defendant_some_foreign_background 294.387
## defendant_log_net_income 263.607
## case_is_not_oslo 120.740
## defendant_is_married 182.570
## judge_age 76.569
## judge_is_woman 321.428
## judge_some_foreign_background 17.301
## judge_log_net_income 5.873
## judge_is_married 224.463
## convicted_stay_of_execution_.conditional_imprisonment_. 99.107
## convicted_bodily_injury 146.370
## convicted_drug_offense 186.870
## convicted_illegal_arming_in_a_public_place 110.952
## convicted_participation 89.321
## convicted_courtesy 55.454
## convicted_general_violation_of_traffic_act_1 190.713
## convicted_drinking_within_six_hours_of_traffic_investigation 176.300
## convicted_acquisition_possession_and_use_of_drugs 9.881
## convicted_section_24_of_the_medicines_act_other 10.448
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 284.288
## convicted_road_traffic_act_other_1 4.294
## convicted_violating_traffic_signage_act 4.552
## convicted_temporary_suspension_of_driving_lisence 268.746
## convicted_assault_and_battery 230.996
## convicted_reckless_behavior 78.873
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint 100.242
## convicted_damage 107.027
## convicted_threats 145.890
## convicted_grievous_bodily_harm 35.385
## convicted_serious_drug_offense 63.726
## convicted_aggravated_assault 47.878
## convicted_intention_of_committing_an_offens 35.060
## convicted_theft 114.724
## convicted_road_traffic_act_other_5 88.323
## convicted_violating_basic_traffic_rules 143.562
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. 127.876
## convicted_obstruction_of_a_public_official 107.589
## convicted_aggravated_theft 60.723
## convicted_fraud 66.516
## convicted_judgment_in_arrears 38.049
## convicted_abuse_in_close_relationships 42.816
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official 238.303
## convicted_violation_of_police_act 103.578
## convicted_serious_fraud 80.786
## convicted_disorderly_conduct 87.990
## convicted_minor_theft 88.932
## convicted_unauthorized_entry_or_stay 64.934
## convicted_theft_of_motor_vehicles_etc 51.049
## convicted_road_traffic_act_other_4 38.570
## convicted_incorrect_explanation 75.814
## convicted_document_forgery 36.432
## convicted_breach_of_the_duty_of_identification 61.044
## convicted_violation_in_prison 35.139
## aggravating_any 310.757
## mitigating_any 345.395
##
## Multiple R-squared: 0.5057 , Adjusted R-squared: 0.4962
## F-statistic: 78.66 on 57 and 561 DF, p-value: < 2.2e-16
All of our effects remain robust, but mitigating circumstances are consistently associated with longer prison time.
cor_circs_sections <- df_short %>%
dplyr::select(all_of(sections_regression), 'mitigating_any', 'aggravating_any') %>%
cor() %>%
as.data.frame() %>%
dplyr::select('mitigating_any', 'aggravating_any')
So it seems like mitigating circumstances are correlated with worse crimes and might pick up some of their effects. The solution here seems to be to run full interactions between sections and circs.
#interact every section with the binary circs indicators
sections_circs_interact <- paste0(paste('mitigating_any *', sections_regression, collapse = ' + '), ' + ', paste('aggravating_any *', sections_regression, collapse = ' + '))
#independent variables
ivs <- paste(c(defendant_chars_regression, judge_chars_regression, sections_regression, 'mitigating_any', 'aggravating_any', sections_circs_interact), collapse = ' + ')
#run three model types: full dataset, prison only/regular dv, prison only/logged dv
fit_full_dataset <- lm_robust(formula = as.formula(paste0('punishment_prison_days ~ ', ivs)), data = df_short, clusters = judge__id)
summary(fit_full_dataset)
##
## Call:
## lm_robust(formula = as.formula(paste0("punishment_prison_days ~ ",
## ivs)), data = df_short, clusters = judge__id)
##
## Standard error type: CR2
##
## Coefficients:
## Estimate
## (Intercept) 176.9605
## defendant_age 1.0516
## defendant_is_woman -26.0351
## defendant_some_foreign_background -1.3172
## defendant_log_net_income -2.4755
## case_is_not_oslo 2.8618
## defendant_is_married 12.6636
## judge_age 1.1473
## judge_is_woman 1.7110
## judge_some_foreign_background -19.2802
## judge_log_net_income -16.0765
## judge_is_married 8.7754
## convicted_stay_of_execution_.conditional_imprisonment_. 14.8353
## convicted_bodily_injury 50.9200
## convicted_drug_offense -6.6184
## convicted_illegal_arming_in_a_public_place 8.8382
## convicted_participation 102.9961
## convicted_courtesy -28.5080
## convicted_general_violation_of_traffic_act_1 -23.2723
## convicted_drinking_within_six_hours_of_traffic_investigation 14.7526
## convicted_acquisition_possession_and_use_of_drugs 212.8248
## convicted_section_24_of_the_medicines_act_other -221.1548
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 64.3116
## convicted_road_traffic_act_other_1 -36.9097
## convicted_violating_traffic_signage_act 33.5103
## convicted_temporary_suspension_of_driving_lisence 2.1776
## convicted_assault_and_battery 8.0465
## convicted_reckless_behavior 22.0250
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint 11.7619
## convicted_damage 6.0023
## convicted_threats -7.0512
## convicted_grievous_bodily_harm 210.1220
## convicted_serious_drug_offense 662.3090
## convicted_aggravated_assault -17.9609
## convicted_intention_of_committing_an_offens 46.7202
## convicted_theft -46.4775
## convicted_road_traffic_act_other_5 63.7202
## convicted_violating_basic_traffic_rules -20.8388
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. -4.3542
## convicted_obstruction_of_a_public_official -29.3253
## convicted_aggravated_theft 87.2722
## convicted_fraud 10.3649
## convicted_judgment_in_arrears 74.7114
## convicted_abuse_in_close_relationships 89.6710
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official -11.0581
## convicted_violation_of_police_act -8.4437
## convicted_serious_fraud 69.7504
## convicted_disorderly_conduct -68.1511
## convicted_minor_theft 23.7428
## convicted_unauthorized_entry_or_stay -1.7627
## convicted_theft_of_motor_vehicles_etc 39.3881
## convicted_road_traffic_act_other_4 -15.8118
## convicted_incorrect_explanation -52.5795
## convicted_document_forgery 9.3797
## convicted_breach_of_the_duty_of_identification 7.7384
## convicted_violation_in_prison -20.0130
## mitigating_any 57.3150
## aggravating_any 63.7669
## convicted_stay_of_execution_.conditional_imprisonment_.:mitigating_any -33.5483
## convicted_bodily_injury:mitigating_any -31.7688
## convicted_drug_offense:mitigating_any -55.1409
## convicted_illegal_arming_in_a_public_place:mitigating_any -15.0412
## convicted_participation:mitigating_any 42.8968
## convicted_courtesy:mitigating_any 12.6231
## convicted_general_violation_of_traffic_act_1:mitigating_any -46.5523
## convicted_drinking_within_six_hours_of_traffic_investigation:mitigating_any 1.6610
## convicted_acquisition_possession_and_use_of_drugs:mitigating_any -287.2452
## convicted_section_24_of_the_medicines_act_other:mitigating_any 283.5119
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:mitigating_any 18.4768
## convicted_road_traffic_act_other_1:mitigating_any 55.4621
## convicted_violating_traffic_signage_act:mitigating_any -46.9901
## convicted_temporary_suspension_of_driving_lisence:mitigating_any -9.9406
## convicted_assault_and_battery:mitigating_any -41.4128
## convicted_reckless_behavior:mitigating_any -38.9632
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:mitigating_any 58.4050
## convicted_damage:mitigating_any -4.6697
## convicted_threats:mitigating_any -46.1312
## convicted_grievous_bodily_harm:mitigating_any -138.2050
## convicted_serious_drug_offense:mitigating_any 24.9245
## convicted_aggravated_assault:mitigating_any -20.6157
## convicted_intention_of_committing_an_offens:mitigating_any 32.0872
## convicted_theft:mitigating_any -20.9391
## convicted_road_traffic_act_other_5:mitigating_any -0.2916
## convicted_violating_basic_traffic_rules:mitigating_any 13.5283
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:mitigating_any 3.2387
## convicted_obstruction_of_a_public_official:mitigating_any 12.5762
## convicted_aggravated_theft:mitigating_any -57.3829
## convicted_fraud:mitigating_any -71.1582
## convicted_judgment_in_arrears:mitigating_any -19.1410
## convicted_abuse_in_close_relationships:mitigating_any -10.1522
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:mitigating_any -31.0447
## convicted_violation_of_police_act:mitigating_any 13.4837
## convicted_serious_fraud:mitigating_any -10.1536
## convicted_disorderly_conduct:mitigating_any -36.2557
## convicted_minor_theft:mitigating_any 21.2325
## convicted_unauthorized_entry_or_stay:mitigating_any -20.2475
## convicted_theft_of_motor_vehicles_etc:mitigating_any -35.5088
## convicted_road_traffic_act_other_4:mitigating_any 2.5552
## convicted_incorrect_explanation:mitigating_any -3.3943
## convicted_document_forgery:mitigating_any 82.4869
## convicted_breach_of_the_duty_of_identification:mitigating_any -14.7470
## convicted_violation_in_prison:mitigating_any -40.0531
## convicted_stay_of_execution_.conditional_imprisonment_.:aggravating_any -0.8237
## convicted_bodily_injury:aggravating_any 9.2283
## convicted_drug_offense:aggravating_any 24.7035
## convicted_illegal_arming_in_a_public_place:aggravating_any 10.3870
## convicted_participation:aggravating_any -138.8367
## convicted_courtesy:aggravating_any 74.8507
## convicted_general_violation_of_traffic_act_1:aggravating_any -44.6177
## convicted_drinking_within_six_hours_of_traffic_investigation:aggravating_any -16.2273
## convicted_acquisition_possession_and_use_of_drugs:aggravating_any 21.4776
## convicted_section_24_of_the_medicines_act_other:aggravating_any -9.2295
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:aggravating_any -77.9676
## convicted_road_traffic_act_other_1:aggravating_any 36.5389
## convicted_violating_traffic_signage_act:aggravating_any -43.9522
## convicted_temporary_suspension_of_driving_lisence:aggravating_any 38.8634
## convicted_assault_and_battery:aggravating_any -14.7176
## convicted_reckless_behavior:aggravating_any -19.2031
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:aggravating_any -4.6919
## convicted_damage:aggravating_any 8.1938
## convicted_threats:aggravating_any 37.6379
## convicted_grievous_bodily_harm:aggravating_any 236.9123
## convicted_serious_drug_offense:aggravating_any -322.0795
## convicted_aggravated_assault:aggravating_any 62.6804
## convicted_intention_of_committing_an_offens:aggravating_any -38.8970
## convicted_theft:aggravating_any 42.6680
## convicted_road_traffic_act_other_5:aggravating_any -26.3315
## convicted_violating_basic_traffic_rules:aggravating_any 27.4216
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:aggravating_any 4.6701
## convicted_obstruction_of_a_public_official:aggravating_any 23.3887
## convicted_aggravated_theft:aggravating_any 4.0260
## convicted_fraud:aggravating_any 22.6206
## convicted_judgment_in_arrears:aggravating_any -53.5631
## convicted_abuse_in_close_relationships:aggravating_any 284.7500
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:aggravating_any -17.0684
## convicted_violation_of_police_act:aggravating_any -11.9515
## convicted_serious_fraud:aggravating_any 2.9015
## convicted_disorderly_conduct:aggravating_any 52.6910
## convicted_minor_theft:aggravating_any -27.0089
## convicted_unauthorized_entry_or_stay:aggravating_any 7.4757
## convicted_theft_of_motor_vehicles_etc:aggravating_any 48.9563
## convicted_road_traffic_act_other_4:aggravating_any 47.5168
## convicted_incorrect_explanation:aggravating_any -40.6627
## convicted_document_forgery:aggravating_any 13.1950
## convicted_breach_of_the_duty_of_identification:aggravating_any 0.8976
## convicted_violation_in_prison:aggravating_any -37.7908
## Std. Error
## (Intercept) 192.0061
## defendant_age 0.2882
## defendant_is_woman 8.1207
## defendant_some_foreign_background 10.1648
## defendant_log_net_income 1.3113
## case_is_not_oslo 13.6503
## defendant_is_married 18.0939
## judge_age 0.3960
## judge_is_woman 8.0259
## judge_some_foreign_background 14.5784
## judge_log_net_income 14.9300
## judge_is_married 9.5115
## convicted_stay_of_execution_.conditional_imprisonment_. 17.5056
## convicted_bodily_injury 19.5999
## convicted_drug_offense 35.9462
## convicted_illegal_arming_in_a_public_place 25.4612
## convicted_participation 70.5894
## convicted_courtesy 25.3571
## convicted_general_violation_of_traffic_act_1 18.3081
## convicted_drinking_within_six_hours_of_traffic_investigation 7.7751
## convicted_acquisition_possession_and_use_of_drugs 191.1770
## convicted_section_24_of_the_medicines_act_other 190.4632
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 28.4341
## convicted_road_traffic_act_other_1 55.2111
## convicted_violating_traffic_signage_act 54.4732
## convicted_temporary_suspension_of_driving_lisence 15.5211
## convicted_assault_and_battery 14.3427
## convicted_reckless_behavior 27.6182
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint 26.6201
## convicted_damage 17.4054
## convicted_threats 19.7391
## convicted_grievous_bodily_harm 101.6865
## convicted_serious_drug_offense 141.9287
## convicted_aggravated_assault 36.4157
## convicted_intention_of_committing_an_offens 92.0397
## convicted_theft 24.1440
## convicted_road_traffic_act_other_5 37.1857
## convicted_violating_basic_traffic_rules 12.8399
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. 8.0818
## convicted_obstruction_of_a_public_official 17.9979
## convicted_aggravated_theft 58.7902
## convicted_fraud 21.7293
## convicted_judgment_in_arrears 82.3511
## convicted_abuse_in_close_relationships 56.5916
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official 15.0487
## convicted_violation_of_police_act 21.3003
## convicted_serious_fraud 35.5727
## convicted_disorderly_conduct 32.9862
## convicted_minor_theft 33.0457
## convicted_unauthorized_entry_or_stay 30.8550
## convicted_theft_of_motor_vehicles_etc 65.1521
## convicted_road_traffic_act_other_4 32.8684
## convicted_incorrect_explanation 29.8364
## convicted_document_forgery 39.4597
## convicted_breach_of_the_duty_of_identification 35.9856
## convicted_violation_in_prison 28.1549
## mitigating_any 30.8348
## aggravating_any 28.2473
## convicted_stay_of_execution_.conditional_imprisonment_.:mitigating_any 23.7628
## convicted_bodily_injury:mitigating_any 27.5735
## convicted_drug_offense:mitigating_any 33.8280
## convicted_illegal_arming_in_a_public_place:mitigating_any 21.9829
## convicted_participation:mitigating_any 62.5212
## convicted_courtesy:mitigating_any 41.0774
## convicted_general_violation_of_traffic_act_1:mitigating_any 30.8188
## convicted_drinking_within_six_hours_of_traffic_investigation:mitigating_any 14.1368
## convicted_acquisition_possession_and_use_of_drugs:mitigating_any 185.2305
## convicted_section_24_of_the_medicines_act_other:mitigating_any 187.1771
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:mitigating_any 21.5608
## convicted_road_traffic_act_other_1:mitigating_any 70.5025
## convicted_violating_traffic_signage_act:mitigating_any 70.1902
## convicted_temporary_suspension_of_driving_lisence:mitigating_any 12.0380
## convicted_assault_and_battery:mitigating_any 21.9884
## convicted_reckless_behavior:mitigating_any 25.7942
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:mitigating_any 26.8829
## convicted_damage:mitigating_any 20.7762
## convicted_threats:mitigating_any 21.0818
## convicted_grievous_bodily_harm:mitigating_any 132.0534
## convicted_serious_drug_offense:mitigating_any 142.2714
## convicted_aggravated_assault:mitigating_any 42.1482
## convicted_intention_of_committing_an_offens:mitigating_any 62.1795
## convicted_theft:mitigating_any 24.4653
## convicted_road_traffic_act_other_5:mitigating_any 30.2363
## convicted_violating_basic_traffic_rules:mitigating_any 17.4744
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:mitigating_any 12.3315
## convicted_obstruction_of_a_public_official:mitigating_any 16.5535
## convicted_aggravated_theft:mitigating_any 62.7157
## convicted_fraud:mitigating_any 29.2888
## convicted_judgment_in_arrears:mitigating_any 85.6097
## convicted_abuse_in_close_relationships:mitigating_any 89.7432
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:mitigating_any 19.4788
## convicted_violation_of_police_act:mitigating_any 27.2467
## convicted_serious_fraud:mitigating_any 42.8351
## convicted_disorderly_conduct:mitigating_any 25.3468
## convicted_minor_theft:mitigating_any 38.2300
## convicted_unauthorized_entry_or_stay:mitigating_any 36.8791
## convicted_theft_of_motor_vehicles_etc:mitigating_any 45.3598
## convicted_road_traffic_act_other_4:mitigating_any 32.8620
## convicted_incorrect_explanation:mitigating_any 39.3860
## convicted_document_forgery:mitigating_any 44.9975
## convicted_breach_of_the_duty_of_identification:mitigating_any 22.2990
## convicted_violation_in_prison:mitigating_any 39.1007
## convicted_stay_of_execution_.conditional_imprisonment_.:aggravating_any 27.7105
## convicted_bodily_injury:aggravating_any 27.6385
## convicted_drug_offense:aggravating_any 53.1659
## convicted_illegal_arming_in_a_public_place:aggravating_any 28.5716
## convicted_participation:aggravating_any 92.5692
## convicted_courtesy:aggravating_any 39.0427
## convicted_general_violation_of_traffic_act_1:aggravating_any 27.6726
## convicted_drinking_within_six_hours_of_traffic_investigation:aggravating_any 12.9670
## convicted_acquisition_possession_and_use_of_drugs:aggravating_any 49.7571
## convicted_section_24_of_the_medicines_act_other:aggravating_any 49.7540
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:aggravating_any 37.5328
## convicted_road_traffic_act_other_1:aggravating_any 69.7761
## convicted_violating_traffic_signage_act:aggravating_any 69.5809
## convicted_temporary_suspension_of_driving_lisence:aggravating_any 19.1483
## convicted_assault_and_battery:aggravating_any 19.7325
## convicted_reckless_behavior:aggravating_any 30.8591
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:aggravating_any 31.0333
## convicted_damage:aggravating_any 22.0515
## convicted_threats:aggravating_any 27.1359
## convicted_grievous_bodily_harm:aggravating_any 101.7950
## convicted_serious_drug_offense:aggravating_any 184.5051
## convicted_aggravated_assault:aggravating_any 46.1302
## convicted_intention_of_committing_an_offens:aggravating_any 80.8243
## convicted_theft:aggravating_any 28.0662
## convicted_road_traffic_act_other_5:aggravating_any 39.2679
## convicted_violating_basic_traffic_rules:aggravating_any 15.5812
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:aggravating_any 13.8257
## convicted_obstruction_of_a_public_official:aggravating_any 22.1925
## convicted_aggravated_theft:aggravating_any 59.4411
## convicted_fraud:aggravating_any 29.7974
## convicted_judgment_in_arrears:aggravating_any 112.1344
## convicted_abuse_in_close_relationships:aggravating_any 77.0171
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:aggravating_any 20.8601
## convicted_violation_of_police_act:aggravating_any 23.7786
## convicted_serious_fraud:aggravating_any 39.6909
## convicted_disorderly_conduct:aggravating_any 41.4999
## convicted_minor_theft:aggravating_any 38.5595
## convicted_unauthorized_entry_or_stay:aggravating_any 38.7508
## convicted_theft_of_motor_vehicles_etc:aggravating_any 67.8631
## convicted_road_traffic_act_other_4:aggravating_any 34.7816
## convicted_incorrect_explanation:aggravating_any 40.6353
## convicted_document_forgery:aggravating_any 49.0048
## convicted_breach_of_the_duty_of_identification:aggravating_any 36.3785
## convicted_violation_in_prison:aggravating_any 34.1548
## t value
## (Intercept) 0.921640
## defendant_age 3.648299
## defendant_is_woman -3.206003
## defendant_some_foreign_background -0.129584
## defendant_log_net_income -1.887788
## case_is_not_oslo 0.209654
## defendant_is_married 0.699882
## judge_age 2.897148
## judge_is_woman 0.213187
## judge_some_foreign_background -1.322522
## judge_log_net_income -1.076792
## judge_is_married 0.922612
## convicted_stay_of_execution_.conditional_imprisonment_. 0.847461
## convicted_bodily_injury 2.597971
## convicted_drug_offense -0.184119
## convicted_illegal_arming_in_a_public_place 0.347123
## convicted_participation 1.459086
## convicted_courtesy -1.124260
## convicted_general_violation_of_traffic_act_1 -1.271143
## convicted_drinking_within_six_hours_of_traffic_investigation 1.897427
## convicted_acquisition_possession_and_use_of_drugs 1.113234
## convicted_section_24_of_the_medicines_act_other -1.161142
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 2.261781
## convicted_road_traffic_act_other_1 -0.668519
## convicted_violating_traffic_signage_act 0.615171
## convicted_temporary_suspension_of_driving_lisence 0.140302
## convicted_assault_and_battery 0.561020
## convicted_reckless_behavior 0.797481
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint 0.441841
## convicted_damage 0.344854
## convicted_threats -0.357219
## convicted_grievous_bodily_harm 2.066370
## convicted_serious_drug_offense 4.666492
## convicted_aggravated_assault -0.493220
## convicted_intention_of_committing_an_offens 0.507610
## convicted_theft -1.925014
## convicted_road_traffic_act_other_5 1.713564
## convicted_violating_basic_traffic_rules -1.622969
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. -0.538767
## convicted_obstruction_of_a_public_official -1.629373
## convicted_aggravated_theft 1.484469
## convicted_fraud 0.476999
## convicted_judgment_in_arrears 0.907230
## convicted_abuse_in_close_relationships 1.584526
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official -0.734823
## convicted_violation_of_police_act -0.396414
## convicted_serious_fraud 1.960783
## convicted_disorderly_conduct -2.066052
## convicted_minor_theft 0.718482
## convicted_unauthorized_entry_or_stay -0.057130
## convicted_theft_of_motor_vehicles_etc 0.604555
## convicted_road_traffic_act_other_4 -0.481063
## convicted_incorrect_explanation -1.762260
## convicted_document_forgery 0.237704
## convicted_breach_of_the_duty_of_identification 0.215041
## convicted_violation_in_prison -0.710816
## mitigating_any 1.858776
## aggravating_any 2.257448
## convicted_stay_of_execution_.conditional_imprisonment_.:mitigating_any -1.411800
## convicted_bodily_injury:mitigating_any -1.152150
## convicted_drug_offense:mitigating_any -1.630036
## convicted_illegal_arming_in_a_public_place:mitigating_any -0.684224
## convicted_participation:mitigating_any 0.686116
## convicted_courtesy:mitigating_any 0.307301
## convicted_general_violation_of_traffic_act_1:mitigating_any -1.510519
## convicted_drinking_within_six_hours_of_traffic_investigation:mitigating_any 0.117497
## convicted_acquisition_possession_and_use_of_drugs:mitigating_any -1.550745
## convicted_section_24_of_the_medicines_act_other:mitigating_any 1.514672
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:mitigating_any 0.856963
## convicted_road_traffic_act_other_1:mitigating_any 0.786669
## convicted_violating_traffic_signage_act:mitigating_any -0.669468
## convicted_temporary_suspension_of_driving_lisence:mitigating_any -0.825773
## convicted_assault_and_battery:mitigating_any -1.883395
## convicted_reckless_behavior:mitigating_any -1.510543
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:mitigating_any 2.172567
## convicted_damage:mitigating_any -0.224761
## convicted_threats:mitigating_any -2.188202
## convicted_grievous_bodily_harm:mitigating_any -1.046585
## convicted_serious_drug_offense:mitigating_any 0.175190
## convicted_aggravated_assault:mitigating_any -0.489124
## convicted_intention_of_committing_an_offens:mitigating_any 0.516042
## convicted_theft:mitigating_any -0.855868
## convicted_road_traffic_act_other_5:mitigating_any -0.009644
## convicted_violating_basic_traffic_rules:mitigating_any 0.774180
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:mitigating_any 0.262638
## convicted_obstruction_of_a_public_official:mitigating_any 0.759727
## convicted_aggravated_theft:mitigating_any -0.914969
## convicted_fraud:mitigating_any -2.429539
## convicted_judgment_in_arrears:mitigating_any -0.223584
## convicted_abuse_in_close_relationships:mitigating_any -0.113125
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:mitigating_any -1.593769
## convicted_violation_of_police_act:mitigating_any 0.494874
## convicted_serious_fraud:mitigating_any -0.237039
## convicted_disorderly_conduct:mitigating_any -1.430385
## convicted_minor_theft:mitigating_any 0.555389
## convicted_unauthorized_entry_or_stay:mitigating_any -0.549025
## convicted_theft_of_motor_vehicles_etc:mitigating_any -0.782826
## convicted_road_traffic_act_other_4:mitigating_any 0.077754
## convicted_incorrect_explanation:mitigating_any -0.086180
## convicted_document_forgery:mitigating_any 1.833143
## convicted_breach_of_the_duty_of_identification:mitigating_any -0.661330
## convicted_violation_in_prison:mitigating_any -1.024358
## convicted_stay_of_execution_.conditional_imprisonment_.:aggravating_any -0.029726
## convicted_bodily_injury:aggravating_any 0.333893
## convicted_drug_offense:aggravating_any 0.464650
## convicted_illegal_arming_in_a_public_place:aggravating_any 0.363545
## convicted_participation:aggravating_any -1.499815
## convicted_courtesy:aggravating_any 1.917149
## convicted_general_violation_of_traffic_act_1:aggravating_any -1.612344
## convicted_drinking_within_six_hours_of_traffic_investigation:aggravating_any -1.251423
## convicted_acquisition_possession_and_use_of_drugs:aggravating_any 0.431649
## convicted_section_24_of_the_medicines_act_other:aggravating_any -0.185504
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:aggravating_any -2.077319
## convicted_road_traffic_act_other_1:aggravating_any 0.523659
## convicted_violating_traffic_signage_act:aggravating_any -0.631669
## convicted_temporary_suspension_of_driving_lisence:aggravating_any 2.029602
## convicted_assault_and_battery:aggravating_any -0.745855
## convicted_reckless_behavior:aggravating_any -0.622283
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:aggravating_any -0.151190
## convicted_damage:aggravating_any 0.371573
## convicted_threats:aggravating_any 1.387012
## convicted_grievous_bodily_harm:aggravating_any 2.327347
## convicted_serious_drug_offense:aggravating_any -1.745640
## convicted_aggravated_assault:aggravating_any 1.358770
## convicted_intention_of_committing_an_offens:aggravating_any -0.481254
## convicted_theft:aggravating_any 1.520265
## convicted_road_traffic_act_other_5:aggravating_any -0.670559
## convicted_violating_basic_traffic_rules:aggravating_any 1.759916
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:aggravating_any 0.337783
## convicted_obstruction_of_a_public_official:aggravating_any 1.053902
## convicted_aggravated_theft:aggravating_any 0.067731
## convicted_fraud:aggravating_any 0.759147
## convicted_judgment_in_arrears:aggravating_any -0.477669
## convicted_abuse_in_close_relationships:aggravating_any 3.697229
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:aggravating_any -0.818229
## convicted_violation_of_police_act:aggravating_any -0.502618
## convicted_serious_fraud:aggravating_any 0.073102
## convicted_disorderly_conduct:aggravating_any 1.269666
## convicted_minor_theft:aggravating_any -0.700448
## convicted_unauthorized_entry_or_stay:aggravating_any 0.192917
## convicted_theft_of_motor_vehicles_etc:aggravating_any 0.721398
## convicted_road_traffic_act_other_4:aggravating_any 1.366145
## convicted_incorrect_explanation:aggravating_any -1.000676
## convicted_document_forgery:aggravating_any 0.269260
## convicted_breach_of_the_duty_of_identification:aggravating_any 0.024674
## convicted_violation_in_prison:aggravating_any -1.106454
## Pr(>|t|)
## (Intercept) 3.909e-01
## defendant_age 3.096e-04
## defendant_is_woman 1.523e-03
## defendant_some_foreign_background 8.970e-01
## defendant_log_net_income 6.004e-02
## case_is_not_oslo 8.342e-01
## defendant_is_married 4.848e-01
## judge_age 4.916e-03
## judge_is_woman 8.313e-01
## judge_some_foreign_background 2.021e-01
## judge_log_net_income 3.300e-01
## judge_is_married 3.572e-01
## convicted_stay_of_execution_.conditional_imprisonment_. 4.012e-01
## convicted_bodily_injury 1.125e-02
## convicted_drug_offense 8.543e-01
## convicted_illegal_arming_in_a_public_place 7.315e-01
## convicted_participation 1.509e-01
## convicted_courtesy 2.730e-01
## convicted_general_violation_of_traffic_act_1 2.067e-01
## convicted_drinking_within_six_hours_of_traffic_investigation 6.081e-02
## convicted_acquisition_possession_and_use_of_drugs 3.454e-01
## convicted_section_24_of_the_medicines_act_other 3.268e-01
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 2.506e-02
## convicted_road_traffic_act_other_1 5.621e-01
## convicted_violating_traffic_signage_act 5.903e-01
## convicted_temporary_suspension_of_driving_lisence 8.888e-01
## convicted_assault_and_battery 5.762e-01
## convicted_reckless_behavior 4.321e-01
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint 6.622e-01
## convicted_damage 7.326e-01
## convicted_threats 7.223e-01
## convicted_grievous_bodily_harm 6.160e-02
## convicted_serious_drug_offense 4.661e-05
## convicted_aggravated_assault 6.274e-01
## convicted_intention_of_committing_an_offens 6.214e-01
## convicted_theft 5.931e-02
## convicted_road_traffic_act_other_5 1.051e-01
## convicted_violating_basic_traffic_rules 1.107e-01
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. 5.921e-01
## convicted_obstruction_of_a_public_official 1.132e-01
## convicted_aggravated_theft 1.529e-01
## convicted_fraud 6.361e-01
## convicted_judgment_in_arrears 3.759e-01
## convicted_abuse_in_close_relationships 1.416e-01
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official 4.635e-01
## convicted_violation_of_police_act 6.961e-01
## convicted_serious_fraud 5.733e-02
## convicted_disorderly_conduct 4.953e-02
## convicted_minor_theft 4.817e-01
## convicted_unauthorized_entry_or_stay 9.551e-01
## convicted_theft_of_motor_vehicles_etc 5.540e-01
## convicted_road_traffic_act_other_4 6.426e-01
## convicted_incorrect_explanation 8.322e-02
## convicted_document_forgery 8.177e-01
## convicted_breach_of_the_duty_of_identification 8.339e-01
## convicted_violation_in_prison 4.894e-01
## mitigating_any 6.409e-02
## aggravating_any 2.499e-02
## convicted_stay_of_execution_.conditional_imprisonment_.:mitigating_any 1.624e-01
## convicted_bodily_injury:mitigating_any 2.515e-01
## convicted_drug_offense:mitigating_any 1.047e-01
## convicted_illegal_arming_in_a_public_place:mitigating_any 4.952e-01
## convicted_participation:mitigating_any 4.944e-01
## convicted_courtesy:mitigating_any 7.596e-01
## convicted_general_violation_of_traffic_act_1:mitigating_any 1.327e-01
## convicted_drinking_within_six_hours_of_traffic_investigation:mitigating_any 9.066e-01
## convicted_acquisition_possession_and_use_of_drugs:mitigating_any 1.610e-01
## convicted_section_24_of_the_medicines_act_other:mitigating_any 1.676e-01
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:mitigating_any 3.922e-01
## convicted_road_traffic_act_other_1:mitigating_any 4.754e-01
## convicted_violating_traffic_signage_act:mitigating_any 5.376e-01
## convicted_temporary_suspension_of_driving_lisence:mitigating_any 4.097e-01
## convicted_assault_and_battery:mitigating_any 6.086e-02
## convicted_reckless_behavior:mitigating_any 1.356e-01
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:mitigating_any 3.200e-02
## convicted_damage:mitigating_any 8.226e-01
## convicted_threats:mitigating_any 3.012e-02
## convicted_grievous_bodily_harm:mitigating_any 3.050e-01
## convicted_serious_drug_offense:mitigating_any 8.614e-01
## convicted_aggravated_assault:mitigating_any 6.272e-01
## convicted_intention_of_committing_an_offens:mitigating_any 6.091e-01
## convicted_theft:mitigating_any 3.939e-01
## convicted_road_traffic_act_other_5:mitigating_any 9.923e-01
## convicted_violating_basic_traffic_rules:mitigating_any 4.400e-01
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:mitigating_any 7.933e-01
## convicted_obstruction_of_a_public_official:mitigating_any 4.489e-01
## convicted_aggravated_theft:mitigating_any 3.634e-01
## convicted_fraud:mitigating_any 1.726e-02
## convicted_judgment_in_arrears:mitigating_any 8.241e-01
## convicted_abuse_in_close_relationships:mitigating_any 9.105e-01
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:mitigating_any 1.123e-01
## convicted_violation_of_police_act:mitigating_any 6.216e-01
## convicted_serious_fraud:mitigating_any 8.133e-01
## convicted_disorderly_conduct:mitigating_any 1.554e-01
## convicted_minor_theft:mitigating_any 5.799e-01
## convicted_unauthorized_entry_or_stay:mitigating_any 5.855e-01
## convicted_theft_of_motor_vehicles_etc:mitigating_any 4.372e-01
## convicted_road_traffic_act_other_4:mitigating_any 9.384e-01
## convicted_incorrect_explanation:mitigating_any 9.315e-01
## convicted_document_forgery:mitigating_any 7.615e-02
## convicted_breach_of_the_duty_of_identification:mitigating_any 5.108e-01
## convicted_violation_in_prison:mitigating_any 3.126e-01
## convicted_stay_of_execution_.conditional_imprisonment_.:aggravating_any 9.764e-01
## convicted_bodily_injury:aggravating_any 7.391e-01
## convicted_drug_offense:aggravating_any 6.428e-01
## convicted_illegal_arming_in_a_public_place:aggravating_any 7.188e-01
## convicted_participation:aggravating_any 1.385e-01
## convicted_courtesy:aggravating_any 6.278e-02
## convicted_general_violation_of_traffic_act_1:aggravating_any 1.092e-01
## convicted_drinking_within_six_hours_of_traffic_investigation:aggravating_any 2.128e-01
## convicted_acquisition_possession_and_use_of_drugs:aggravating_any 7.054e-01
## convicted_section_24_of_the_medicines_act_other:aggravating_any 8.684e-01
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:aggravating_any 3.902e-02
## convicted_road_traffic_act_other_1:aggravating_any 6.275e-01
## convicted_violating_traffic_signage_act:aggravating_any 5.594e-01
## convicted_temporary_suspension_of_driving_lisence:aggravating_any 4.461e-02
## convicted_assault_and_battery:aggravating_any 4.571e-01
## convicted_reckless_behavior:aggravating_any 5.372e-01
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:aggravating_any 8.806e-01
## convicted_damage:aggravating_any 7.121e-01
## convicted_threats:aggravating_any 1.690e-01
## convicted_grievous_bodily_harm:aggravating_any 2.825e-02
## convicted_serious_drug_offense:aggravating_any 8.512e-02
## convicted_aggravated_assault:aggravating_any 1.814e-01
## convicted_intention_of_committing_an_offens:aggravating_any 6.387e-01
## convicted_theft:aggravating_any 1.318e-01
## convicted_road_traffic_act_other_5:aggravating_any 5.103e-01
## convicted_violating_basic_traffic_rules:aggravating_any 8.278e-02
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:aggravating_any 7.363e-01
## convicted_obstruction_of_a_public_official:aggravating_any 2.973e-01
## convicted_aggravated_theft:aggravating_any 9.465e-01
## convicted_fraud:aggravating_any 4.502e-01
## convicted_judgment_in_arrears:aggravating_any 6.362e-01
## convicted_abuse_in_close_relationships:aggravating_any 1.451e-03
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:aggravating_any 4.142e-01
## convicted_violation_of_police_act:aggravating_any 6.195e-01
## convicted_serious_fraud:aggravating_any 9.419e-01
## convicted_disorderly_conduct:aggravating_any 2.125e-01
## convicted_minor_theft:aggravating_any 4.894e-01
## convicted_unauthorized_entry_or_stay:aggravating_any 8.484e-01
## convicted_theft_of_motor_vehicles_etc:aggravating_any 4.800e-01
## convicted_road_traffic_act_other_4:aggravating_any 2.017e-01
## convicted_incorrect_explanation:aggravating_any 3.195e-01
## convicted_document_forgery:aggravating_any 7.920e-01
## convicted_breach_of_the_duty_of_identification:aggravating_any 9.807e-01
## convicted_violation_in_prison:aggravating_any 2.793e-01
## CI Lower
## (Intercept) -288.2396
## defendant_age 0.4844
## defendant_is_woman -42.0294
## defendant_some_foreign_background -21.3151
## defendant_log_net_income -5.0562
## case_is_not_oslo -24.1312
## defendant_is_married -23.0178
## judge_age 0.3586
## judge_is_woman -14.0765
## judge_some_foreign_background -49.8482
## judge_log_net_income -54.2759
## judge_is_married -9.9638
## convicted_stay_of_execution_.conditional_imprisonment_. -20.4238
## convicted_bodily_injury 11.8872
## convicted_drug_offense -77.8679
## convicted_illegal_arming_in_a_public_place -43.6678
## convicted_participation -38.8507
## convicted_courtesy -81.0910
## convicted_general_violation_of_traffic_act_1 -59.6120
## convicted_drinking_within_six_hours_of_traffic_investigation -0.6829
## convicted_acquisition_possession_and_use_of_drugs -389.3110
## convicted_section_24_of_the_medicines_act_other -814.7224
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 8.1555
## convicted_road_traffic_act_other_1 -239.5933
## convicted_violating_traffic_signage_act -162.7565
## convicted_temporary_suspension_of_driving_lisence -28.6883
## convicted_assault_and_battery -20.4423
## convicted_reckless_behavior -34.6167
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint -42.9498
## convicted_damage -29.5428
## convicted_threats -46.5894
## convicted_grievous_bodily_harm -11.9920
## convicted_serious_drug_offense 373.8391
## convicted_aggravated_assault -94.1068
## convicted_intention_of_committing_an_offens -154.9363
## convicted_theft -94.8438
## convicted_road_traffic_act_other_5 -14.8363
## convicted_violating_basic_traffic_rules -46.6139
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. -20.5339
## convicted_obstruction_of_a_public_official -66.0116
## convicted_aggravated_theft -35.1757
## convicted_fraud -33.6244
## convicted_judgment_in_arrears -97.9250
## convicted_abuse_in_close_relationships -34.9998
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official -40.7791
## convicted_violation_of_police_act -52.9579
## convicted_serious_fraud -2.2852
## convicted_disorderly_conduct -136.1504
## convicted_minor_theft -45.6725
## convicted_unauthorized_entry_or_stay -66.7767
## convicted_theft_of_motor_vehicles_etc -98.8501
## convicted_road_traffic_act_other_4 -90.8290
## convicted_incorrect_explanation -112.2861
## convicted_document_forgery -80.6977
## convicted_breach_of_the_duty_of_identification -71.9572
## convicted_violation_in_prison -80.6509
## mitigating_any -3.3771
## aggravating_any 8.0866
## convicted_stay_of_execution_.conditional_imprisonment_.:mitigating_any -80.9287
## convicted_bodily_injury:mitigating_any -86.3412
## convicted_drug_offense:mitigating_any -121.8619
## convicted_illegal_arming_in_a_public_place:mitigating_any -58.5983
## convicted_participation:mitigating_any -81.2841
## convicted_courtesy:mitigating_any -69.4750
## convicted_general_violation_of_traffic_act_1:mitigating_any -107.3638
## convicted_drinking_within_six_hours_of_traffic_investigation:mitigating_any -26.2315
## convicted_acquisition_possession_and_use_of_drugs:mitigating_any -717.1911
## convicted_section_24_of_the_medicines_act_other:mitigating_any -146.7530
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:mitigating_any -23.9643
## convicted_road_traffic_act_other_1:mitigating_any -140.0759
## convicted_violating_traffic_signage_act:mitigating_any -237.0009
## convicted_temporary_suspension_of_driving_lisence:mitigating_any -33.6449
## convicted_assault_and_battery:mitigating_any -84.7284
## convicted_reckless_behavior:mitigating_any -90.4542
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:mitigating_any 5.1180
## convicted_damage:mitigating_any -45.8670
## convicted_threats:mitigating_any -87.7684
## convicted_grievous_bodily_harm:mitigating_any -409.8068
## convicted_serious_drug_offense:mitigating_any -258.5310
## convicted_aggravated_assault:mitigating_any -105.5541
## convicted_intention_of_committing_an_offens:mitigating_any -94.2147
## convicted_theft:mitigating_any -69.4225
## convicted_road_traffic_act_other_5:mitigating_any -60.3849
## convicted_violating_basic_traffic_rules:mitigating_any -20.9997
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:mitigating_any -21.1735
## convicted_obstruction_of_a_public_official:mitigating_any -20.1962
## convicted_aggravated_theft:mitigating_any -182.5177
## convicted_fraud:mitigating_any -129.4068
## convicted_judgment_in_arrears:mitigating_any -191.5881
## convicted_abuse_in_close_relationships:mitigating_any -191.4885
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:mitigating_any -69.4087
## convicted_violation_of_police_act:mitigating_any -40.4678
## convicted_serious_fraud:mitigating_any -95.4587
## convicted_disorderly_conduct:mitigating_any -86.4864
## convicted_minor_theft:mitigating_any -54.6143
## convicted_unauthorized_entry_or_stay:mitigating_any -94.3383
## convicted_theft_of_motor_vehicles_etc:mitigating_any -126.4937
## convicted_road_traffic_act_other_4:mitigating_any -63.6751
## convicted_incorrect_explanation:mitigating_any -81.5674
## convicted_document_forgery:mitigating_any -9.1901
## convicted_breach_of_the_duty_of_identification:mitigating_any -59.2967
## convicted_violation_in_prison:mitigating_any -119.3866
## convicted_stay_of_execution_.conditional_imprisonment_.:aggravating_any -56.2078
## convicted_bodily_injury:aggravating_any -45.5167
## convicted_drug_offense:aggravating_any -80.3005
## convicted_illegal_arming_in_a_public_place:aggravating_any -47.9675
## convicted_participation:aggravating_any -323.6835
## convicted_courtesy:aggravating_any -4.1949
## convicted_general_violation_of_traffic_act_1:aggravating_any -99.3487
## convicted_drinking_within_six_hours_of_traffic_investigation:aggravating_any -41.8587
## convicted_acquisition_possession_and_use_of_drugs:aggravating_any -178.6563
## convicted_section_24_of_the_medicines_act_other:aggravating_any -203.6400
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:aggravating_any -151.9689
## convicted_road_traffic_act_other_1:aggravating_any -155.1983
## convicted_violating_traffic_signage_act:aggravating_any -231.4519
## convicted_temporary_suspension_of_driving_lisence:aggravating_any 0.9514
## convicted_assault_and_battery:aggravating_any -53.7429
## convicted_reckless_behavior:aggravating_any -81.5126
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:aggravating_any -67.3698
## convicted_damage:aggravating_any -36.2970
## convicted_threats:aggravating_any -16.3113
## convicted_grievous_bodily_harm:aggravating_any 27.3641
## convicted_serious_drug_offense:aggravating_any -689.8478
## convicted_aggravated_assault:aggravating_any -30.3843
## convicted_intention_of_committing_an_offens:aggravating_any -214.3306
## convicted_theft:aggravating_any -13.0610
## convicted_road_traffic_act_other_5:aggravating_any -108.3142
## convicted_violating_basic_traffic_rules:aggravating_any -3.6528
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:aggravating_any -22.7911
## convicted_obstruction_of_a_public_official:aggravating_any -21.2471
## convicted_aggravated_theft:aggravating_any -117.5543
## convicted_fraud:aggravating_any -36.7524
## convicted_judgment_in_arrears:aggravating_any -282.1508
## convicted_abuse_in_close_relationships:aggravating_any 123.9617
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:aggravating_any -58.1917
## convicted_violation_of_police_act:aggravating_any -60.8781
## convicted_serious_fraud:aggravating_any -75.9269
## convicted_disorderly_conduct:aggravating_any -31.5308
## convicted_minor_theft:aggravating_any -105.9890
## convicted_unauthorized_entry_or_stay:aggravating_any -71.8624
## convicted_theft_of_motor_vehicles_etc:aggravating_any -93.7274
## convicted_road_traffic_act_other_4:aggravating_any -29.9225
## convicted_incorrect_explanation:aggravating_any -121.3176
## convicted_document_forgery:aggravating_any -92.8306
## convicted_breach_of_the_duty_of_identification:aggravating_any -77.9962
## convicted_violation_in_prison:aggravating_any -108.2293
## CI Upper
## (Intercept) 642.1607
## defendant_age 1.6187
## defendant_is_woman -10.0408
## defendant_some_foreign_background 18.6807
## defendant_log_net_income 0.1053
## case_is_not_oslo 29.8548
## defendant_is_married 48.3450
## judge_age 1.9360
## judge_is_woman 17.4985
## judge_some_foreign_background 11.2877
## judge_log_net_income 22.1229
## judge_is_married 27.5146
## convicted_stay_of_execution_.conditional_imprisonment_. 50.0945
## convicted_bodily_injury 89.9527
## convicted_drug_offense 64.6312
## convicted_illegal_arming_in_a_public_place 61.3441
## convicted_participation 244.8429
## convicted_courtesy 24.0751
## convicted_general_violation_of_traffic_act_1 13.0675
## convicted_drinking_within_six_hours_of_traffic_investigation 30.1881
## convicted_acquisition_possession_and_use_of_drugs 814.9606
## convicted_section_24_of_the_medicines_act_other 372.4129
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 120.4678
## convicted_road_traffic_act_other_1 165.7740
## convicted_violating_traffic_signage_act 229.7772
## convicted_temporary_suspension_of_driving_lisence 33.0435
## convicted_assault_and_battery 36.5354
## convicted_reckless_behavior 78.6666
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint 66.4736
## convicted_damage 41.5474
## convicted_threats 32.4870
## convicted_grievous_bodily_harm 432.2360
## convicted_serious_drug_offense 950.7789
## convicted_aggravated_assault 58.1849
## convicted_intention_of_committing_an_offens 248.3767
## convicted_theft 1.8889
## convicted_road_traffic_act_other_5 142.2767
## convicted_violating_basic_traffic_rules 4.9363
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. 11.8256
## convicted_obstruction_of_a_public_official 7.3610
## convicted_aggravated_theft 209.7200
## convicted_fraud 54.3541
## convicted_judgment_in_arrears 247.3477
## convicted_abuse_in_close_relationships 214.3418
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official 18.6629
## convicted_violation_of_police_act 36.0704
## convicted_serious_fraud 141.7860
## convicted_disorderly_conduct -0.1519
## convicted_minor_theft 93.1580
## convicted_unauthorized_entry_or_stay 63.2512
## convicted_theft_of_motor_vehicles_etc 177.6263
## convicted_road_traffic_act_other_4 59.2055
## convicted_incorrect_explanation 7.1271
## convicted_document_forgery 99.4572
## convicted_breach_of_the_duty_of_identification 87.4340
## convicted_violation_in_prison 40.6250
## mitigating_any 118.0071
## aggravating_any 119.4472
## convicted_stay_of_execution_.conditional_imprisonment_.:mitigating_any 13.8321
## convicted_bodily_injury:mitigating_any 22.8036
## convicted_drug_offense:mitigating_any 11.5802
## convicted_illegal_arming_in_a_public_place:mitigating_any 28.5159
## convicted_participation:mitigating_any 167.0776
## convicted_courtesy:mitigating_any 94.7212
## convicted_general_violation_of_traffic_act_1:mitigating_any 14.2591
## convicted_drinking_within_six_hours_of_traffic_investigation:mitigating_any 29.5535
## convicted_acquisition_possession_and_use_of_drugs:mitigating_any 142.7008
## convicted_section_24_of_the_medicines_act_other:mitigating_any 713.7767
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:mitigating_any 60.9179
## convicted_road_traffic_act_other_1:mitigating_any 251.0001
## convicted_violating_traffic_signage_act:mitigating_any 143.0206
## convicted_temporary_suspension_of_driving_lisence:mitigating_any 13.7636
## convicted_assault_and_battery:mitigating_any 1.9028
## convicted_reckless_behavior:mitigating_any 12.5277
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:mitigating_any 111.6919
## convicted_damage:mitigating_any 36.5277
## convicted_threats:mitigating_any -4.4940
## convicted_grievous_bodily_harm:mitigating_any 133.3967
## convicted_serious_drug_offense:mitigating_any 308.3799
## convicted_aggravated_assault:mitigating_any 64.3227
## convicted_intention_of_committing_an_offens:mitigating_any 158.3892
## convicted_theft:mitigating_any 27.5443
## convicted_road_traffic_act_other_5:mitigating_any 59.8017
## convicted_violating_basic_traffic_rules:mitigating_any 48.0563
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:mitigating_any 27.6509
## convicted_obstruction_of_a_public_official:mitigating_any 45.3485
## convicted_aggravated_theft:mitigating_any 67.7519
## convicted_fraud:mitigating_any -12.9097
## convicted_judgment_in_arrears:mitigating_any 153.3062
## convicted_abuse_in_close_relationships:mitigating_any 171.1840
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:mitigating_any 7.3194
## convicted_violation_of_police_act:mitigating_any 67.4352
## convicted_serious_fraud:mitigating_any 75.1516
## convicted_disorderly_conduct:mitigating_any 13.9750
## convicted_minor_theft:mitigating_any 97.0793
## convicted_unauthorized_entry_or_stay:mitigating_any 53.8432
## convicted_theft_of_motor_vehicles_etc:mitigating_any 55.4761
## convicted_road_traffic_act_other_4:mitigating_any 68.7855
## convicted_incorrect_explanation:mitigating_any 74.7788
## convicted_document_forgery:mitigating_any 174.1639
## convicted_breach_of_the_duty_of_identification:mitigating_any 29.8028
## convicted_violation_in_prison:mitigating_any 39.2804
## convicted_stay_of_execution_.conditional_imprisonment_.:aggravating_any 54.5604
## convicted_bodily_injury:aggravating_any 63.9733
## convicted_drug_offense:aggravating_any 129.7076
## convicted_illegal_arming_in_a_public_place:aggravating_any 68.7415
## convicted_participation:aggravating_any 46.0102
## convicted_courtesy:aggravating_any 153.8964
## convicted_general_violation_of_traffic_act_1:aggravating_any 10.1133
## convicted_drinking_within_six_hours_of_traffic_investigation:aggravating_any 9.4041
## convicted_acquisition_possession_and_use_of_drugs:aggravating_any 221.6116
## convicted_section_24_of_the_medicines_act_other:aggravating_any 185.1809
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:aggravating_any -3.9663
## convicted_road_traffic_act_other_1:aggravating_any 228.2760
## convicted_violating_traffic_signage_act:aggravating_any 143.5476
## convicted_temporary_suspension_of_driving_lisence:aggravating_any 76.7754
## convicted_assault_and_battery:aggravating_any 24.3078
## convicted_reckless_behavior:aggravating_any 43.1064
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:aggravating_any 57.9859
## convicted_damage:aggravating_any 52.6845
## convicted_threats:aggravating_any 91.5871
## convicted_grievous_bodily_harm:aggravating_any 446.4604
## convicted_serious_drug_offense:aggravating_any 45.6888
## convicted_aggravated_assault:aggravating_any 155.7451
## convicted_intention_of_committing_an_offens:aggravating_any 136.5367
## convicted_theft:aggravating_any 98.3970
## convicted_road_traffic_act_other_5:aggravating_any 55.6513
## convicted_violating_basic_traffic_rules:aggravating_any 58.4961
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:aggravating_any 32.1312
## convicted_obstruction_of_a_public_official:aggravating_any 68.0246
## convicted_aggravated_theft:aggravating_any 125.6063
## convicted_fraud:aggravating_any 81.9936
## convicted_judgment_in_arrears:aggravating_any 175.0245
## convicted_abuse_in_close_relationships:aggravating_any 445.5384
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:aggravating_any 24.0550
## convicted_violation_of_police_act:aggravating_any 36.9750
## convicted_serious_fraud:aggravating_any 81.7298
## convicted_disorderly_conduct:aggravating_any 136.9128
## convicted_minor_theft:aggravating_any 51.9711
## convicted_unauthorized_entry_or_stay:aggravating_any 86.8137
## convicted_theft_of_motor_vehicles_etc:aggravating_any 191.6399
## convicted_road_traffic_act_other_4:aggravating_any 124.9560
## convicted_incorrect_explanation:aggravating_any 39.9921
## convicted_document_forgery:aggravating_any 119.2207
## convicted_breach_of_the_duty_of_identification:aggravating_any 79.7914
## convicted_violation_in_prison:aggravating_any 32.6478
## DF
## (Intercept) 6.256
## defendant_age 309.745
## defendant_is_woman 248.234
## defendant_some_foreign_background 321.996
## defendant_log_net_income 292.824
## case_is_not_oslo 136.728
## defendant_is_married 198.160
## judge_age 76.054
## judge_is_woman 335.283
## judge_some_foreign_background 18.507
## judge_log_net_income 5.079
## judge_is_married 233.785
## convicted_stay_of_execution_.conditional_imprisonment_. 44.956
## convicted_bodily_injury 76.465
## convicted_drug_offense 108.278
## convicted_illegal_arming_in_a_public_place 24.381
## convicted_participation 49.110
## convicted_courtesy 22.031
## convicted_general_violation_of_traffic_act_1 96.339
## convicted_drinking_within_six_hours_of_traffic_investigation 94.954
## convicted_acquisition_possession_and_use_of_drugs 3.056
## convicted_section_24_of_the_medicines_act_other 3.116
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 159.379
## convicted_road_traffic_act_other_1 2.411
## convicted_violating_traffic_signage_act 2.473
## convicted_temporary_suspension_of_driving_lisence 83.892
## convicted_assault_and_battery 91.265
## convicted_reckless_behavior 27.269
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint 26.066
## convicted_damage 30.029
## convicted_threats 56.252
## convicted_grievous_bodily_harm 11.734
## convicted_serious_drug_offense 33.885
## convicted_aggravated_assault 19.273
## convicted_intention_of_committing_an_offens 11.428
## convicted_theft 55.991
## convicted_road_traffic_act_other_5 16.717
## convicted_violating_basic_traffic_rules 51.174
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. 57.604
## convicted_obstruction_of_a_public_official 31.437
## convicted_aggravated_theft 20.486
## convicted_fraud 37.986
## convicted_judgment_in_arrears 18.565
## convicted_abuse_in_close_relationships 10.919
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official 159.053
## convicted_violation_of_police_act 19.438
## convicted_serious_fraud 37.644
## convicted_disorderly_conduct 24.552
## convicted_minor_theft 18.041
## convicted_unauthorized_entry_or_stay 17.295
## convicted_theft_of_motor_vehicles_etc 15.828
## convicted_road_traffic_act_other_4 8.506
## convicted_incorrect_explanation 58.807
## convicted_document_forgery 8.496
## convicted_breach_of_the_duty_of_identification 10.470
## convicted_violation_in_prison 13.407
## mitigating_any 285.847
## aggravating_any 212.891
## convicted_stay_of_execution_.conditional_imprisonment_.:mitigating_any 71.111
## convicted_bodily_injury:mitigating_any 124.759
## convicted_drug_offense:mitigating_any 192.536
## convicted_illegal_arming_in_a_public_place:mitigating_any 111.804
## convicted_participation:mitigating_any 91.534
## convicted_courtesy:mitigating_any 62.555
## convicted_general_violation_of_traffic_act_1:mitigating_any 180.481
## convicted_drinking_within_six_hours_of_traffic_investigation:mitigating_any 182.616
## convicted_acquisition_possession_and_use_of_drugs:mitigating_any 7.711
## convicted_section_24_of_the_medicines_act_other:mitigating_any 8.149
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:mitigating_any 281.194
## convicted_road_traffic_act_other_1:mitigating_any 4.011
## convicted_violating_traffic_signage_act:mitigating_any 4.276
## convicted_temporary_suspension_of_driving_lisence:mitigating_any 260.082
## convicted_assault_and_battery:mitigating_any 239.166
## convicted_reckless_behavior:mitigating_any 66.609
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:mitigating_any 107.945
## convicted_damage:mitigating_any 104.556
## convicted_threats:mitigating_any 158.647
## convicted_grievous_bodily_harm:mitigating_any 25.685
## convicted_serious_drug_offense:mitigating_any 74.419
## convicted_aggravated_assault:mitigating_any 44.106
## convicted_intention_of_committing_an_offens:mitigating_any 34.459
## convicted_theft:mitigating_any 110.223
## convicted_road_traffic_act_other_5:mitigating_any 87.465
## convicted_violating_basic_traffic_rules:mitigating_any 149.866
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:mitigating_any 121.575
## convicted_obstruction_of_a_public_official:mitigating_any 120.897
## convicted_aggravated_theft:mitigating_any 68.376
## convicted_fraud:mitigating_any 83.546
## convicted_judgment_in_arrears:mitigating_any 44.809
## convicted_abuse_in_close_relationships:mitigating_any 40.296
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:mitigating_any 249.190
## convicted_violation_of_police_act:mitigating_any 118.918
## convicted_serious_fraud:mitigating_any 76.462
## convicted_disorderly_conduct:mitigating_any 110.151
## convicted_minor_theft:mitigating_any 100.047
## convicted_unauthorized_entry_or_stay:mitigating_any 49.542
## convicted_theft_of_motor_vehicles_etc:mitigating_any 52.882
## convicted_road_traffic_act_other_4:mitigating_any 43.967
## convicted_incorrect_explanation:mitigating_any 96.736
## convicted_document_forgery:mitigating_any 31.822
## convicted_breach_of_the_duty_of_identification:mitigating_any 63.816
## convicted_violation_in_prison:mitigating_any 35.565
## convicted_stay_of_execution_.conditional_imprisonment_.:aggravating_any 62.473
## convicted_bodily_injury:aggravating_any 115.291
## convicted_drug_offense:aggravating_any 158.690
## convicted_illegal_arming_in_a_public_place:aggravating_any 29.956
## convicted_participation:aggravating_any 65.498
## convicted_courtesy:aggravating_any 37.886
## convicted_general_violation_of_traffic_act_1:aggravating_any 134.144
## convicted_drinking_within_six_hours_of_traffic_investigation:aggravating_any 143.296
## convicted_acquisition_possession_and_use_of_drugs:aggravating_any 2.153
## convicted_section_24_of_the_medicines_act_other:aggravating_any 2.228
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:aggravating_any 204.298
## convicted_road_traffic_act_other_1:aggravating_any 4.108
## convicted_violating_traffic_signage_act:aggravating_any 4.331
## convicted_temporary_suspension_of_driving_lisence:aggravating_any 120.091
## convicted_assault_and_battery:aggravating_any 134.809
## convicted_reckless_behavior:aggravating_any 41.258
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:aggravating_any 40.896
## convicted_damage:aggravating_any 42.355
## convicted_threats:aggravating_any 85.475
## convicted_grievous_bodily_harm:aggravating_any 25.244
## convicted_serious_drug_offense:aggravating_any 72.415
## convicted_aggravated_assault:aggravating_any 42.459
## convicted_intention_of_committing_an_offens:aggravating_any 12.426
## convicted_theft:aggravating_any 93.612
## convicted_road_traffic_act_other_5:aggravating_any 19.732
## convicted_violating_basic_traffic_rules:aggravating_any 70.176
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:aggravating_any 91.455
## convicted_obstruction_of_a_public_official:aggravating_any 47.390
## convicted_aggravated_theft:aggravating_any 28.948
## convicted_fraud:aggravating_any 73.972
## convicted_judgment_in_arrears:aggravating_any 31.379
## convicted_abuse_in_close_relationships:aggravating_any 19.744
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:aggravating_any 208.875
## convicted_violation_of_police_act:aggravating_any 25.476
## convicted_serious_fraud:aggravating_any 92.108
## convicted_disorderly_conduct:aggravating_any 35.323
## convicted_minor_theft:aggravating_any 28.044
## convicted_unauthorized_entry_or_stay:aggravating_any 28.312
## convicted_theft_of_motor_vehicles_etc:aggravating_any 17.811
## convicted_road_traffic_act_other_4:aggravating_any 10.057
## convicted_incorrect_explanation:aggravating_any 96.519
## convicted_document_forgery:aggravating_any 12.813
## convicted_breach_of_the_duty_of_identification:aggravating_any 12.527
## convicted_violation_in_prison:aggravating_any 24.350
##
## Multiple R-squared: 0.2766 , Adjusted R-squared: 0.2478
## F-statistic: 10.92 on 145 and 584 DF, p-value: < 2.2e-16
fit_restricted_dataset <- lm_robust(formula = as.formula(paste0('punishment_prison_days ~ ', ivs)), data = df_short_prison_only, clusters = judge__id)
summary(fit_restricted_dataset)
##
## Call:
## lm_robust(formula = as.formula(paste0("punishment_prison_days ~ ",
## ivs)), data = df_short_prison_only, clusters = judge__id)
##
## Standard error type: CR2
##
## Coefficients:
## Estimate
## (Intercept) 296.1613
## defendant_age 1.0067
## defendant_is_woman -23.8203
## defendant_some_foreign_background 1.5505
## defendant_log_net_income -2.7241
## case_is_not_oslo 3.7360
## defendant_is_married 8.7856
## judge_age 1.4406
## judge_is_woman 4.0595
## judge_some_foreign_background -31.5089
## judge_log_net_income -23.0026
## judge_is_married 9.8495
## convicted_stay_of_execution_.conditional_imprisonment_. -10.9952
## convicted_bodily_injury 51.3798
## convicted_drug_offense -43.9575
## convicted_illegal_arming_in_a_public_place 20.8024
## convicted_participation 45.4544
## convicted_courtesy -1.6914
## convicted_general_violation_of_traffic_act_1 -52.5709
## convicted_drinking_within_six_hours_of_traffic_investigation 14.9216
## convicted_acquisition_possession_and_use_of_drugs 274.8449
## convicted_section_24_of_the_medicines_act_other -304.7976
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 82.8931
## convicted_road_traffic_act_other_1 -72.5341
## convicted_violating_traffic_signage_act 71.8437
## convicted_temporary_suspension_of_driving_lisence 1.7973
## convicted_assault_and_battery -0.5278
## convicted_reckless_behavior 109.1623
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint -14.9152
## convicted_damage -20.1303
## convicted_threats -26.0845
## convicted_grievous_bodily_harm 226.5185
## convicted_serious_drug_offense 913.1586
## convicted_aggravated_assault -18.6412
## convicted_intention_of_committing_an_offens 56.3925
## convicted_theft -34.4388
## convicted_road_traffic_act_other_5 80.2026
## convicted_violating_basic_traffic_rules -32.1531
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. -10.9547
## convicted_obstruction_of_a_public_official -24.4402
## convicted_aggravated_theft 39.9257
## convicted_fraud 25.1095
## convicted_judgment_in_arrears 89.1421
## convicted_abuse_in_close_relationships 123.2679
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official -38.6925
## convicted_violation_of_police_act 8.3211
## convicted_serious_fraud 104.7041
## convicted_disorderly_conduct -99.4289
## convicted_minor_theft -17.1267
## convicted_unauthorized_entry_or_stay -5.5542
## convicted_theft_of_motor_vehicles_etc 52.5342
## convicted_road_traffic_act_other_4 -4.1747
## convicted_incorrect_explanation -114.1311
## convicted_document_forgery 13.8166
## convicted_breach_of_the_duty_of_identification 25.5736
## convicted_violation_in_prison -38.4637
## mitigating_any 62.1901
## aggravating_any 64.7996
## convicted_stay_of_execution_.conditional_imprisonment_.:mitigating_any -53.9274
## convicted_bodily_injury:mitigating_any -50.8359
## convicted_drug_offense:mitigating_any -56.6919
## convicted_illegal_arming_in_a_public_place:mitigating_any -8.3812
## convicted_participation:mitigating_any 92.4406
## convicted_courtesy:mitigating_any 4.0477
## convicted_general_violation_of_traffic_act_1:mitigating_any -48.6997
## convicted_drinking_within_six_hours_of_traffic_investigation:mitigating_any 2.1493
## convicted_acquisition_possession_and_use_of_drugs:mitigating_any -343.2388
## convicted_section_24_of_the_medicines_act_other:mitigating_any 333.0294
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:mitigating_any 7.1814
## convicted_road_traffic_act_other_1:mitigating_any 62.2310
## convicted_violating_traffic_signage_act:mitigating_any -53.1929
## convicted_temporary_suspension_of_driving_lisence:mitigating_any -9.6790
## convicted_assault_and_battery:mitigating_any -42.0913
## convicted_reckless_behavior:mitigating_any -61.0981
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:mitigating_any 69.0483
## convicted_damage:mitigating_any -11.5396
## convicted_threats:mitigating_any -32.3634
## convicted_grievous_bodily_harm:mitigating_any -124.9134
## convicted_serious_drug_offense:mitigating_any 119.5890
## convicted_aggravated_assault:mitigating_any 2.9096
## convicted_intention_of_committing_an_offens:mitigating_any 76.4747
## convicted_theft:mitigating_any -28.4439
## convicted_road_traffic_act_other_5:mitigating_any 9.8975
## convicted_violating_basic_traffic_rules:mitigating_any 21.7810
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:mitigating_any 5.1643
## convicted_obstruction_of_a_public_official:mitigating_any 27.9777
## convicted_aggravated_theft:mitigating_any -57.7299
## convicted_fraud:mitigating_any -86.4199
## convicted_judgment_in_arrears:mitigating_any -11.9742
## convicted_abuse_in_close_relationships:mitigating_any -30.2355
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:mitigating_any -29.1560
## convicted_violation_of_police_act:mitigating_any 15.4851
## convicted_serious_fraud:mitigating_any -22.4912
## convicted_disorderly_conduct:mitigating_any -44.1503
## convicted_minor_theft:mitigating_any 18.2621
## convicted_unauthorized_entry_or_stay:mitigating_any -8.6687
## convicted_theft_of_motor_vehicles_etc:mitigating_any 0.6958
## convicted_road_traffic_act_other_4:mitigating_any -3.3693
## convicted_incorrect_explanation:mitigating_any 11.2702
## convicted_document_forgery:mitigating_any 121.3717
## convicted_breach_of_the_duty_of_identification:mitigating_any -10.2834
## convicted_violation_in_prison:mitigating_any -68.8030
## convicted_stay_of_execution_.conditional_imprisonment_.:aggravating_any 20.3620
## convicted_bodily_injury:aggravating_any 0.4146
## convicted_drug_offense:aggravating_any 71.4350
## convicted_illegal_arming_in_a_public_place:aggravating_any -7.0530
## convicted_participation:aggravating_any -117.3784
## convicted_courtesy:aggravating_any 53.5925
## convicted_general_violation_of_traffic_act_1:aggravating_any -42.2758
## convicted_drinking_within_six_hours_of_traffic_investigation:aggravating_any -19.2225
## convicted_acquisition_possession_and_use_of_drugs:aggravating_any 9.4049
## convicted_section_24_of_the_medicines_act_other:aggravating_any 23.0169
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:aggravating_any -90.1653
## convicted_road_traffic_act_other_1:aggravating_any 67.8336
## convicted_violating_traffic_signage_act:aggravating_any -71.5767
## convicted_temporary_suspension_of_driving_lisence:aggravating_any 36.5333
## convicted_assault_and_battery:aggravating_any -16.3066
## convicted_reckless_behavior:aggravating_any -100.7393
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:aggravating_any 10.8317
## convicted_damage:aggravating_any 43.3219
## convicted_threats:aggravating_any 50.2117
## convicted_grievous_bodily_harm:aggravating_any 240.0027
## convicted_serious_drug_offense:aggravating_any -536.7269
## convicted_aggravated_assault:aggravating_any 46.5858
## convicted_intention_of_committing_an_offens:aggravating_any -68.1155
## convicted_theft:aggravating_any 32.1618
## convicted_road_traffic_act_other_5:aggravating_any -49.8907
## convicted_violating_basic_traffic_rules:aggravating_any 39.0354
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:aggravating_any 8.1554
## convicted_obstruction_of_a_public_official:aggravating_any 8.0851
## convicted_aggravated_theft:aggravating_any 102.6815
## convicted_fraud:aggravating_any 3.3363
## convicted_judgment_in_arrears:aggravating_any -99.6787
## convicted_abuse_in_close_relationships:aggravating_any 273.7359
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:aggravating_any -8.8580
## convicted_violation_of_police_act:aggravating_any -46.3799
## convicted_serious_fraud:aggravating_any 7.3115
## convicted_disorderly_conduct:aggravating_any 96.3978
## convicted_minor_theft:aggravating_any 11.5126
## convicted_unauthorized_entry_or_stay:aggravating_any 1.5901
## convicted_theft_of_motor_vehicles_etc:aggravating_any 53.2276
## convicted_road_traffic_act_other_4:aggravating_any 35.1476
## convicted_incorrect_explanation:aggravating_any -26.5971
## convicted_document_forgery:aggravating_any -9.6220
## convicted_breach_of_the_duty_of_identification:aggravating_any -22.5337
## convicted_violation_in_prison:aggravating_any -0.3920
## Std. Error
## (Intercept) 280.3054
## defendant_age 0.3305
## defendant_is_woman 8.6290
## defendant_some_foreign_background 11.1901
## defendant_log_net_income 1.5546
## case_is_not_oslo 13.0891
## defendant_is_married 21.0906
## judge_age 0.5107
## judge_is_woman 9.6460
## judge_some_foreign_background 17.3775
## judge_log_net_income 21.8581
## judge_is_married 11.1825
## convicted_stay_of_execution_.conditional_imprisonment_. 22.3471
## convicted_bodily_injury 24.9044
## convicted_drug_offense 41.6265
## convicted_illegal_arming_in_a_public_place 43.3269
## convicted_participation 78.0663
## convicted_courtesy 29.0581
## convicted_general_violation_of_traffic_act_1 25.1751
## convicted_drinking_within_six_hours_of_traffic_investigation 7.8183
## convicted_acquisition_possession_and_use_of_drugs 184.0618
## convicted_section_24_of_the_medicines_act_other 185.0826
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 30.1414
## convicted_road_traffic_act_other_1 110.4771
## convicted_violating_traffic_signage_act 111.2161
## convicted_temporary_suspension_of_driving_lisence 15.3975
## convicted_assault_and_battery 17.7869
## convicted_reckless_behavior 46.7758
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint 32.3154
## convicted_damage 28.1607
## convicted_threats 21.3003
## convicted_grievous_bodily_harm 106.3741
## convicted_serious_drug_offense 164.4028
## convicted_aggravated_assault 34.4859
## convicted_intention_of_committing_an_offens 75.9635
## convicted_theft 34.5109
## convicted_road_traffic_act_other_5 52.5899
## convicted_violating_basic_traffic_rules 18.0547
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. 9.7718
## convicted_obstruction_of_a_public_official 43.8578
## convicted_aggravated_theft 64.2801
## convicted_fraud 34.6228
## convicted_judgment_in_arrears 81.9810
## convicted_abuse_in_close_relationships 58.9948
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official 21.4062
## convicted_violation_of_police_act 44.7086
## convicted_serious_fraud 41.4766
## convicted_disorderly_conduct 49.9060
## convicted_minor_theft 47.1327
## convicted_unauthorized_entry_or_stay 43.3354
## convicted_theft_of_motor_vehicles_etc 63.0687
## convicted_road_traffic_act_other_4 34.6410
## convicted_incorrect_explanation 42.8956
## convicted_document_forgery 62.4666
## convicted_breach_of_the_duty_of_identification 55.6526
## convicted_violation_in_prison 33.0751
## mitigating_any 39.4618
## aggravating_any 34.5869
## convicted_stay_of_execution_.conditional_imprisonment_.:mitigating_any 32.4623
## convicted_bodily_injury:mitigating_any 33.3459
## convicted_drug_offense:mitigating_any 33.8802
## convicted_illegal_arming_in_a_public_place:mitigating_any 26.7048
## convicted_participation:mitigating_any 66.5440
## convicted_courtesy:mitigating_any 38.5359
## convicted_general_violation_of_traffic_act_1:mitigating_any 36.7913
## convicted_drinking_within_six_hours_of_traffic_investigation:mitigating_any 14.6827
## convicted_acquisition_possession_and_use_of_drugs:mitigating_any 173.0958
## convicted_section_24_of_the_medicines_act_other:mitigating_any 175.6398
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:mitigating_any 20.1592
## convicted_road_traffic_act_other_1:mitigating_any 107.3795
## convicted_violating_traffic_signage_act:mitigating_any 108.6048
## convicted_temporary_suspension_of_driving_lisence:mitigating_any 12.8580
## convicted_assault_and_battery:mitigating_any 25.9528
## convicted_reckless_behavior:mitigating_any 32.5791
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:mitigating_any 30.3959
## convicted_damage:mitigating_any 26.6485
## convicted_threats:mitigating_any 22.5289
## convicted_grievous_bodily_harm:mitigating_any 139.7119
## convicted_serious_drug_offense:mitigating_any 150.1412
## convicted_aggravated_assault:mitigating_any 38.5134
## convicted_intention_of_committing_an_offens:mitigating_any 64.9848
## convicted_theft:mitigating_any 30.7724
## convicted_road_traffic_act_other_5:mitigating_any 32.0952
## convicted_violating_basic_traffic_rules:mitigating_any 20.1249
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:mitigating_any 14.1805
## convicted_obstruction_of_a_public_official:mitigating_any 21.9569
## convicted_aggravated_theft:mitigating_any 64.8488
## convicted_fraud:mitigating_any 35.9996
## convicted_judgment_in_arrears:mitigating_any 95.2072
## convicted_abuse_in_close_relationships:mitigating_any 88.0369
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:mitigating_any 25.1084
## convicted_violation_of_police_act:mitigating_any 33.4770
## convicted_serious_fraud:mitigating_any 48.7416
## convicted_disorderly_conduct:mitigating_any 29.2847
## convicted_minor_theft:mitigating_any 46.4891
## convicted_unauthorized_entry_or_stay:mitigating_any 38.3052
## convicted_theft_of_motor_vehicles_etc:mitigating_any 48.5788
## convicted_road_traffic_act_other_4:mitigating_any 33.3906
## convicted_incorrect_explanation:mitigating_any 49.8836
## convicted_document_forgery:mitigating_any 58.1953
## convicted_breach_of_the_duty_of_identification:mitigating_any 24.7277
## convicted_violation_in_prison:mitigating_any 38.2955
## convicted_stay_of_execution_.conditional_imprisonment_.:aggravating_any 38.2946
## convicted_bodily_injury:aggravating_any 30.4866
## convicted_drug_offense:aggravating_any 55.8257
## convicted_illegal_arming_in_a_public_place:aggravating_any 44.9751
## convicted_participation:aggravating_any 95.8286
## convicted_courtesy:aggravating_any 40.6330
## convicted_general_violation_of_traffic_act_1:aggravating_any 31.1291
## convicted_drinking_within_six_hours_of_traffic_investigation:aggravating_any 13.4232
## convicted_acquisition_possession_and_use_of_drugs:aggravating_any 67.5122
## convicted_section_24_of_the_medicines_act_other:aggravating_any 66.4255
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:aggravating_any 35.5751
## convicted_road_traffic_act_other_1:aggravating_any 108.3714
## convicted_violating_traffic_signage_act:aggravating_any 108.9635
## convicted_temporary_suspension_of_driving_lisence:aggravating_any 18.1848
## convicted_assault_and_battery:aggravating_any 23.4136
## convicted_reckless_behavior:aggravating_any 47.1216
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:aggravating_any 35.3943
## convicted_damage:aggravating_any 32.9211
## convicted_threats:aggravating_any 26.1472
## convicted_grievous_bodily_harm:aggravating_any 94.2040
## convicted_serious_drug_offense:aggravating_any 184.3539
## convicted_aggravated_assault:aggravating_any 39.1445
## convicted_intention_of_committing_an_offens:aggravating_any 77.8703
## convicted_theft:aggravating_any 38.0942
## convicted_road_traffic_act_other_5:aggravating_any 54.4026
## convicted_violating_basic_traffic_rules:aggravating_any 19.0936
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:aggravating_any 17.0084
## convicted_obstruction_of_a_public_official:aggravating_any 48.9045
## convicted_aggravated_theft:aggravating_any 70.3591
## convicted_fraud:aggravating_any 40.4328
## convicted_judgment_in_arrears:aggravating_any 111.4598
## convicted_abuse_in_close_relationships:aggravating_any 73.0761
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:aggravating_any 25.1265
## convicted_violation_of_police_act:aggravating_any 44.8414
## convicted_serious_fraud:aggravating_any 46.5471
## convicted_disorderly_conduct:aggravating_any 57.0995
## convicted_minor_theft:aggravating_any 54.4008
## convicted_unauthorized_entry_or_stay:aggravating_any 51.3261
## convicted_theft_of_motor_vehicles_etc:aggravating_any 65.3620
## convicted_road_traffic_act_other_4:aggravating_any 39.0552
## convicted_incorrect_explanation:aggravating_any 51.5855
## convicted_document_forgery:aggravating_any 69.6670
## convicted_breach_of_the_duty_of_identification:aggravating_any 56.7206
## convicted_violation_in_prison:aggravating_any 36.4668
## t value
## (Intercept) 1.05657
## defendant_age 3.04632
## defendant_is_woman -2.76050
## defendant_some_foreign_background 0.13856
## defendant_log_net_income -1.75231
## case_is_not_oslo 0.28543
## defendant_is_married 0.41656
## judge_age 2.82103
## judge_is_woman 0.42085
## judge_some_foreign_background -1.81320
## judge_log_net_income -1.05236
## judge_is_married 0.88079
## convicted_stay_of_execution_.conditional_imprisonment_. -0.49202
## convicted_bodily_injury 2.06308
## convicted_drug_offense -1.05600
## convicted_illegal_arming_in_a_public_place 0.48013
## convicted_participation 0.58225
## convicted_courtesy -0.05821
## convicted_general_violation_of_traffic_act_1 -2.08821
## convicted_drinking_within_six_hours_of_traffic_investigation 1.90855
## convicted_acquisition_possession_and_use_of_drugs 1.49322
## convicted_section_24_of_the_medicines_act_other -1.64682
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 2.75014
## convicted_road_traffic_act_other_1 -0.65655
## convicted_violating_traffic_signage_act 0.64598
## convicted_temporary_suspension_of_driving_lisence 0.11673
## convicted_assault_and_battery -0.02967
## convicted_reckless_behavior 2.33373
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint -0.46155
## convicted_damage -0.71484
## convicted_threats -1.22461
## convicted_grievous_bodily_harm 2.12945
## convicted_serious_drug_offense 5.55440
## convicted_aggravated_assault -0.54055
## convicted_intention_of_committing_an_offens 0.74236
## convicted_theft -0.99791
## convicted_road_traffic_act_other_5 1.52506
## convicted_violating_basic_traffic_rules -1.78087
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. -1.12105
## convicted_obstruction_of_a_public_official -0.55726
## convicted_aggravated_theft 0.62112
## convicted_fraud 0.72523
## convicted_judgment_in_arrears 1.08735
## convicted_abuse_in_close_relationships 2.08947
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official -1.80754
## convicted_violation_of_police_act 0.18612
## convicted_serious_fraud 2.52442
## convicted_disorderly_conduct -1.99232
## convicted_minor_theft -0.36337
## convicted_unauthorized_entry_or_stay -0.12817
## convicted_theft_of_motor_vehicles_etc 0.83297
## convicted_road_traffic_act_other_4 -0.12051
## convicted_incorrect_explanation -2.66067
## convicted_document_forgery 0.22118
## convicted_breach_of_the_duty_of_identification 0.45952
## convicted_violation_in_prison -1.16292
## mitigating_any 1.57596
## aggravating_any 1.87353
## convicted_stay_of_execution_.conditional_imprisonment_.:mitigating_any -1.66123
## convicted_bodily_injury:mitigating_any -1.52450
## convicted_drug_offense:mitigating_any -1.67330
## convicted_illegal_arming_in_a_public_place:mitigating_any -0.31385
## convicted_participation:mitigating_any 1.38916
## convicted_courtesy:mitigating_any 0.10504
## convicted_general_violation_of_traffic_act_1:mitigating_any -1.32368
## convicted_drinking_within_six_hours_of_traffic_investigation:mitigating_any 0.14639
## convicted_acquisition_possession_and_use_of_drugs:mitigating_any -1.98294
## convicted_section_24_of_the_medicines_act_other:mitigating_any 1.89609
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:mitigating_any 0.35623
## convicted_road_traffic_act_other_1:mitigating_any 0.57954
## convicted_violating_traffic_signage_act:mitigating_any -0.48978
## convicted_temporary_suspension_of_driving_lisence:mitigating_any -0.75276
## convicted_assault_and_battery:mitigating_any -1.62184
## convicted_reckless_behavior:mitigating_any -1.87538
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:mitigating_any 2.27163
## convicted_damage:mitigating_any -0.43303
## convicted_threats:mitigating_any -1.43653
## convicted_grievous_bodily_harm:mitigating_any -0.89408
## convicted_serious_drug_offense:mitigating_any 0.79651
## convicted_aggravated_assault:mitigating_any 0.07555
## convicted_intention_of_committing_an_offens:mitigating_any 1.17681
## convicted_theft:mitigating_any -0.92433
## convicted_road_traffic_act_other_5:mitigating_any 0.30838
## convicted_violating_basic_traffic_rules:mitigating_any 1.08229
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:mitigating_any 0.36418
## convicted_obstruction_of_a_public_official:mitigating_any 1.27421
## convicted_aggravated_theft:mitigating_any -0.89022
## convicted_fraud:mitigating_any -2.40058
## convicted_judgment_in_arrears:mitigating_any -0.12577
## convicted_abuse_in_close_relationships:mitigating_any -0.34344
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:mitigating_any -1.16121
## convicted_violation_of_police_act:mitigating_any 0.46256
## convicted_serious_fraud:mitigating_any -0.46144
## convicted_disorderly_conduct:mitigating_any -1.50762
## convicted_minor_theft:mitigating_any 0.39283
## convicted_unauthorized_entry_or_stay:mitigating_any -0.22631
## convicted_theft_of_motor_vehicles_etc:mitigating_any 0.01432
## convicted_road_traffic_act_other_4:mitigating_any -0.10090
## convicted_incorrect_explanation:mitigating_any 0.22593
## convicted_document_forgery:mitigating_any 2.08559
## convicted_breach_of_the_duty_of_identification:mitigating_any -0.41586
## convicted_violation_in_prison:mitigating_any -1.79664
## convicted_stay_of_execution_.conditional_imprisonment_.:aggravating_any 0.53172
## convicted_bodily_injury:aggravating_any 0.01360
## convicted_drug_offense:aggravating_any 1.27961
## convicted_illegal_arming_in_a_public_place:aggravating_any -0.15682
## convicted_participation:aggravating_any -1.22488
## convicted_courtesy:aggravating_any 1.31894
## convicted_general_violation_of_traffic_act_1:aggravating_any -1.35808
## convicted_drinking_within_six_hours_of_traffic_investigation:aggravating_any -1.43203
## convicted_acquisition_possession_and_use_of_drugs:aggravating_any 0.13931
## convicted_section_24_of_the_medicines_act_other:aggravating_any 0.34651
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:aggravating_any -2.53450
## convicted_road_traffic_act_other_1:aggravating_any 0.62594
## convicted_violating_traffic_signage_act:aggravating_any -0.65689
## convicted_temporary_suspension_of_driving_lisence:aggravating_any 2.00900
## convicted_assault_and_battery:aggravating_any -0.69646
## convicted_reckless_behavior:aggravating_any -2.13786
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:aggravating_any 0.30603
## convicted_damage:aggravating_any 1.31593
## convicted_threats:aggravating_any 1.92035
## convicted_grievous_bodily_harm:aggravating_any 2.54769
## convicted_serious_drug_offense:aggravating_any -2.91140
## convicted_aggravated_assault:aggravating_any 1.19010
## convicted_intention_of_committing_an_offens:aggravating_any -0.87473
## convicted_theft:aggravating_any 0.84427
## convicted_road_traffic_act_other_5:aggravating_any -0.91706
## convicted_violating_basic_traffic_rules:aggravating_any 2.04442
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:aggravating_any 0.47949
## convicted_obstruction_of_a_public_official:aggravating_any 0.16532
## convicted_aggravated_theft:aggravating_any 1.45939
## convicted_fraud:aggravating_any 0.08252
## convicted_judgment_in_arrears:aggravating_any -0.89430
## convicted_abuse_in_close_relationships:aggravating_any 3.74590
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:aggravating_any -0.35254
## convicted_violation_of_police_act:aggravating_any -1.03431
## convicted_serious_fraud:aggravating_any 0.15708
## convicted_disorderly_conduct:aggravating_any 1.68824
## convicted_minor_theft:aggravating_any 0.21163
## convicted_unauthorized_entry_or_stay:aggravating_any 0.03098
## convicted_theft_of_motor_vehicles_etc:aggravating_any 0.81435
## convicted_road_traffic_act_other_4:aggravating_any 0.89995
## convicted_incorrect_explanation:aggravating_any -0.51559
## convicted_document_forgery:aggravating_any -0.13811
## convicted_breach_of_the_duty_of_identification:aggravating_any -0.39728
## convicted_violation_in_prison:aggravating_any -0.01075
## Pr(>|t|)
## (Intercept) 3.256e-01
## defendant_age 2.531e-03
## defendant_is_woman 6.271e-03
## defendant_some_foreign_background 8.899e-01
## defendant_log_net_income 8.088e-02
## case_is_not_oslo 7.758e-01
## defendant_is_married 6.775e-01
## judge_age 6.060e-03
## judge_is_woman 6.741e-01
## judge_some_foreign_background 8.621e-02
## judge_log_net_income 3.346e-01
## judge_is_married 3.794e-01
## convicted_stay_of_execution_.conditional_imprisonment_. 6.250e-01
## convicted_bodily_injury 4.312e-02
## convicted_drug_offense 2.939e-01
## convicted_illegal_arming_in_a_public_place 6.367e-01
## convicted_participation 5.636e-01
## convicted_courtesy 9.544e-01
## convicted_general_violation_of_traffic_act_1 3.964e-02
## convicted_drinking_within_six_hours_of_traffic_investigation 6.012e-02
## convicted_acquisition_possession_and_use_of_drugs 2.187e-01
## convicted_section_24_of_the_medicines_act_other 1.826e-01
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 6.794e-03
## convicted_road_traffic_act_other_1 5.609e-01
## convicted_violating_traffic_signage_act 5.634e-01
## convicted_temporary_suspension_of_driving_lisence 9.074e-01
## convicted_assault_and_battery 9.764e-01
## convicted_reckless_behavior 3.097e-02
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint 6.489e-01
## convicted_damage 4.815e-01
## convicted_threats 2.259e-01
## convicted_grievous_bodily_harm 5.852e-02
## convicted_serious_drug_offense 2.724e-06
## convicted_aggravated_assault 5.960e-01
## convicted_intention_of_committing_an_offens 4.785e-01
## convicted_theft 3.262e-01
## convicted_road_traffic_act_other_5 1.498e-01
## convicted_violating_basic_traffic_rules 8.370e-02
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. 2.671e-01
## convicted_obstruction_of_a_public_official 5.916e-01
## convicted_aggravated_theft 5.425e-01
## convicted_fraud 4.750e-01
## convicted_judgment_in_arrears 2.973e-01
## convicted_abuse_in_close_relationships 6.231e-02
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official 7.297e-02
## convicted_violation_of_police_act 8.555e-01
## convicted_serious_fraud 1.674e-02
## convicted_disorderly_conduct 6.807e-02
## convicted_minor_theft 7.218e-01
## convicted_unauthorized_entry_or_stay 9.002e-01
## convicted_theft_of_motor_vehicles_etc 4.211e-01
## convicted_road_traffic_act_other_4 9.083e-01
## convicted_incorrect_explanation 1.112e-02
## convicted_document_forgery 8.313e-01
## convicted_breach_of_the_duty_of_identification 6.613e-01
## convicted_violation_in_prison 2.646e-01
## mitigating_any 1.163e-01
## aggravating_any 6.274e-02
## convicted_stay_of_execution_.conditional_imprisonment_.:mitigating_any 1.011e-01
## convicted_bodily_injury:mitigating_any 1.303e-01
## convicted_drug_offense:mitigating_any 9.623e-02
## convicted_illegal_arming_in_a_public_place:mitigating_any 7.542e-01
## convicted_participation:mitigating_any 1.690e-01
## convicted_courtesy:mitigating_any 9.168e-01
## convicted_general_violation_of_traffic_act_1:mitigating_any 1.875e-01
## convicted_drinking_within_six_hours_of_traffic_investigation:mitigating_any 8.838e-01
## convicted_acquisition_possession_and_use_of_drugs:mitigating_any 9.007e-02
## convicted_section_24_of_the_medicines_act_other:mitigating_any 9.967e-02
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:mitigating_any 7.219e-01
## convicted_road_traffic_act_other_1:mitigating_any 6.094e-01
## convicted_violating_traffic_signage_act:mitigating_any 6.580e-01
## convicted_temporary_suspension_of_driving_lisence:mitigating_any 4.523e-01
## convicted_assault_and_battery:mitigating_any 1.063e-01
## convicted_reckless_behavior:mitigating_any 6.508e-02
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:mitigating_any 2.533e-02
## convicted_damage:mitigating_any 6.661e-01
## convicted_threats:mitigating_any 1.530e-01
## convicted_grievous_bodily_harm:mitigating_any 3.799e-01
## convicted_serious_drug_offense:mitigating_any 4.284e-01
## convicted_aggravated_assault:mitigating_any 9.401e-01
## convicted_intention_of_committing_an_offens:mitigating_any 2.500e-01
## convicted_theft:mitigating_any 3.577e-01
## convicted_road_traffic_act_other_5:mitigating_any 7.586e-01
## convicted_violating_basic_traffic_rules:mitigating_any 2.811e-01
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:mitigating_any 7.164e-01
## convicted_obstruction_of_a_public_official:mitigating_any 2.056e-01
## convicted_aggravated_theft:mitigating_any 3.770e-01
## convicted_fraud:mitigating_any 1.914e-02
## convicted_judgment_in_arrears:mitigating_any 9.007e-01
## convicted_abuse_in_close_relationships:mitigating_any 7.331e-01
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:mitigating_any 2.468e-01
## convicted_violation_of_police_act:mitigating_any 6.447e-01
## convicted_serious_fraud:mitigating_any 6.462e-01
## convicted_disorderly_conduct:mitigating_any 1.352e-01
## convicted_minor_theft:mitigating_any 6.954e-01
## convicted_unauthorized_entry_or_stay:mitigating_any 8.219e-01
## convicted_theft_of_motor_vehicles_etc:mitigating_any 9.886e-01
## convicted_road_traffic_act_other_4:mitigating_any 9.202e-01
## convicted_incorrect_explanation:mitigating_any 8.219e-01
## convicted_document_forgery:mitigating_any 4.577e-02
## convicted_breach_of_the_duty_of_identification:mitigating_any 6.791e-01
## convicted_violation_in_prison:mitigating_any 8.153e-02
## convicted_stay_of_execution_.conditional_imprisonment_.:aggravating_any 5.968e-01
## convicted_bodily_injury:aggravating_any 9.892e-01
## convicted_drug_offense:aggravating_any 2.031e-01
## convicted_illegal_arming_in_a_public_place:aggravating_any 8.769e-01
## convicted_participation:aggravating_any 2.269e-01
## convicted_courtesy:aggravating_any 2.025e-01
## convicted_general_violation_of_traffic_act_1:aggravating_any 1.769e-01
## convicted_drinking_within_six_hours_of_traffic_investigation:aggravating_any 1.548e-01
## convicted_acquisition_possession_and_use_of_drugs:aggravating_any 8.999e-01
## convicted_section_24_of_the_medicines_act_other:aggravating_any 7.556e-01
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:aggravating_any 1.218e-02
## convicted_road_traffic_act_other_1:aggravating_any 5.796e-01
## convicted_violating_traffic_signage_act:aggravating_any 5.577e-01
## convicted_temporary_suspension_of_driving_lisence:aggravating_any 4.714e-02
## convicted_assault_and_battery:aggravating_any 4.878e-01
## convicted_reckless_behavior:aggravating_any 4.360e-02
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:aggravating_any 7.615e-01
## convicted_damage:aggravating_any 1.974e-01
## convicted_threats:aggravating_any 5.851e-02
## convicted_grievous_bodily_harm:aggravating_any 1.869e-02
## convicted_serious_drug_offense:aggravating_any 5.264e-03
## convicted_aggravated_assault:aggravating_any 2.417e-01
## convicted_intention_of_committing_an_offens:aggravating_any 4.053e-01
## convicted_theft:aggravating_any 4.028e-01
## convicted_road_traffic_act_other_5:aggravating_any 3.737e-01
## convicted_violating_basic_traffic_rules:aggravating_any 4.674e-02
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:aggravating_any 6.329e-01
## convicted_obstruction_of_a_public_official:aggravating_any 8.720e-01
## convicted_aggravated_theft:aggravating_any 1.555e-01
## convicted_fraud:aggravating_any 9.346e-01
## convicted_judgment_in_arrears:aggravating_any 3.844e-01
## convicted_abuse_in_close_relationships:aggravating_any 1.658e-03
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:aggravating_any 7.249e-01
## convicted_violation_of_police_act:aggravating_any 3.209e-01
## convicted_serious_fraud:aggravating_any 8.756e-01
## convicted_disorderly_conduct:aggravating_any 1.093e-01
## convicted_minor_theft:aggravating_any 8.347e-01
## convicted_unauthorized_entry_or_stay:aggravating_any 9.756e-01
## convicted_theft_of_motor_vehicles_etc:aggravating_any 4.287e-01
## convicted_road_traffic_act_other_4:aggravating_any 4.023e-01
## convicted_incorrect_explanation:aggravating_any 6.080e-01
## convicted_document_forgery:aggravating_any 8.931e-01
## convicted_breach_of_the_duty_of_identification:aggravating_any 7.013e-01
## convicted_violation_in_prison:aggravating_any 9.915e-01
## CI Lower
## (Intercept) -365.9244
## defendant_age 0.3563
## defendant_is_woman -40.8289
## defendant_some_foreign_background -20.4712
## defendant_log_net_income -5.7851
## case_is_not_oslo -22.1629
## defendant_is_married -32.8277
## judge_age 0.4240
## judge_is_woman -14.9173
## judge_some_foreign_background -67.9707
## judge_log_net_income -76.9766
## judge_is_married -12.1869
## convicted_stay_of_execution_.conditional_imprisonment_. -55.9627
## convicted_bodily_injury 1.6392
## convicted_drug_offense -126.7173
## convicted_illegal_arming_in_a_public_place -69.9772
## convicted_participation -112.2172
## convicted_courtesy -64.2288
## convicted_general_violation_of_traffic_act_1 -102.5944
## convicted_drinking_within_six_hours_of_traffic_investigation -0.6517
## convicted_acquisition_possession_and_use_of_drugs -263.9232
## convicted_section_24_of_the_medicines_act_other -841.2376
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 23.2698
## convicted_road_traffic_act_other_1 -436.4355
## convicted_violating_traffic_signage_act -277.9136
## convicted_temporary_suspension_of_driving_lisence -28.9091
## convicted_assault_and_battery -35.9565
## convicted_reckless_behavior 11.1358
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint -81.9421
## convicted_damage -78.2262
## convicted_threats -68.7592
## convicted_grievous_bodily_harm -9.8410
## convicted_serious_drug_offense 579.7554
## convicted_aggravated_assault -91.5642
## convicted_intention_of_committing_an_offens -117.9593
## convicted_theft -104.8748
## convicted_road_traffic_act_other_5 -32.7181
## convicted_violating_basic_traffic_rules -68.8188
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. -30.5344
## convicted_obstruction_of_a_public_official -124.3726
## convicted_aggravated_theft -95.4047
## convicted_fraud -46.1706
## convicted_judgment_in_arrears -88.6087
## convicted_abuse_in_close_relationships -7.6140
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official -81.0389
## convicted_violation_of_police_act -89.0964
## convicted_serious_fraud 20.2229
## convicted_disorderly_conduct -207.3961
## convicted_minor_theft -118.2695
## convicted_unauthorized_entry_or_stay -100.1383
## convicted_theft_of_motor_vehicles_etc -84.8196
## convicted_road_traffic_act_other_4 -90.5133
## convicted_incorrect_explanation -200.7922
## convicted_document_forgery -134.2276
## convicted_breach_of_the_duty_of_identification -109.1103
## convicted_violation_in_prison -109.5046
## mitigating_any -15.5257
## aggravating_any -3.4836
## convicted_stay_of_execution_.conditional_imprisonment_.:mitigating_any -118.6515
## convicted_bodily_injury:mitigating_any -116.9358
## convicted_drug_offense:mitigating_any -123.6034
## convicted_illegal_arming_in_a_public_place:mitigating_any -61.3165
## convicted_participation:mitigating_any -40.1560
## convicted_courtesy:mitigating_any -73.4730
## convicted_general_violation_of_traffic_act_1:mitigating_any -121.3470
## convicted_drinking_within_six_hours_of_traffic_investigation:mitigating_any -26.8553
## convicted_acquisition_possession_and_use_of_drugs:mitigating_any -757.1770
## convicted_section_24_of_the_medicines_act_other:mitigating_any -82.0675
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:mitigating_any -32.5101
## convicted_road_traffic_act_other_1:mitigating_any -316.2015
## convicted_violating_traffic_signage_act:mitigating_any -399.5182
## convicted_temporary_suspension_of_driving_lisence:mitigating_any -35.0016
## convicted_assault_and_battery:mitigating_any -93.2382
## convicted_reckless_behavior:mitigating_any -126.1213
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:mitigating_any 8.7183
## convicted_damage:mitigating_any -64.5610
## convicted_threats:mitigating_any -76.8900
## convicted_grievous_bodily_harm:mitigating_any -412.8100
## convicted_serious_drug_offense:mitigating_any -179.7645
## convicted_aggravated_assault:mitigating_any -74.6894
## convicted_intention_of_committing_an_offens:mitigating_any -57.1355
## convicted_theft:mitigating_any -89.5390
## convicted_road_traffic_act_other_5:mitigating_any -53.9280
## convicted_violating_basic_traffic_rules:mitigating_any -18.0328
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:mitigating_any -22.9484
## convicted_obstruction_of_a_public_official:mitigating_any -15.5896
## convicted_aggravated_theft:mitigating_any -187.5301
## convicted_fraud:mitigating_any -158.2696
## convicted_judgment_in_arrears:mitigating_any -205.9020
## convicted_abuse_in_close_relationships:mitigating_any -208.2244
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:mitigating_any -78.6387
## convicted_violation_of_police_act:mitigating_any -50.9298
## convicted_serious_fraud:mitigating_any -120.0780
## convicted_disorderly_conduct:mitigating_any -102.3441
## convicted_minor_theft:mitigating_any -74.0635
## convicted_unauthorized_entry_or_stay:mitigating_any -85.6899
## convicted_theft_of_motor_vehicles_etc:mitigating_any -97.1507
## convicted_road_traffic_act_other_4:mitigating_any -70.9590
## convicted_incorrect_explanation:mitigating_any -88.2366
## convicted_document_forgery:mitigating_any 2.4376
## convicted_breach_of_the_duty_of_identification:mitigating_any -59.7966
## convicted_violation_in_prison:mitigating_any -146.7077
## convicted_stay_of_execution_.conditional_imprisonment_.:aggravating_any -56.1864
## convicted_bodily_injury:aggravating_any -60.1048
## convicted_drug_offense:aggravating_any -39.0872
## convicted_illegal_arming_in_a_public_place:aggravating_any -100.8187
## convicted_participation:aggravating_any -310.3242
## convicted_courtesy:aggravating_any -31.3232
## convicted_general_violation_of_traffic_act_1:aggravating_any -103.8923
## convicted_drinking_within_six_hours_of_traffic_investigation:aggravating_any -45.8075
## convicted_acquisition_possession_and_use_of_drugs:aggravating_any -236.2280
## convicted_section_24_of_the_medicines_act_other:aggravating_any -211.8880
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:aggravating_any -160.3983
## convicted_road_traffic_act_other_1:aggravating_any -296.1881
## convicted_violating_traffic_signage_act:aggravating_any -416.1545
## convicted_temporary_suspension_of_driving_lisence:aggravating_any 0.4694
## convicted_assault_and_battery:aggravating_any -62.7655
## convicted_reckless_behavior:aggravating_any -198.3256
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:aggravating_any -61.2011
## convicted_damage:aggravating_any -23.6827
## convicted_threats:aggravating_any -1.8528
## convicted_grievous_bodily_harm:aggravating_any 44.1535
## convicted_serious_drug_offense:aggravating_any -906.5439
## convicted_aggravated_assault:aggravating_any -32.7655
## convicted_intention_of_committing_an_offens:aggravating_any -245.2850
## convicted_theft:aggravating_any -44.4897
## convicted_road_traffic_act_other_5:aggravating_any -165.9065
## convicted_violating_basic_traffic_rules:aggravating_any 0.5883
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:aggravating_any -25.6780
## convicted_obstruction_of_a_public_official:aggravating_any -100.7865
## convicted_aggravated_theft:aggravating_any -41.4166
## convicted_fraud:aggravating_any -78.3249
## convicted_judgment_in_arrears:aggravating_any -335.9793
## convicted_abuse_in_close_relationships:aggravating_any 119.3209
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:aggravating_any -58.4501
## convicted_violation_of_police_act:aggravating_any -143.8181
## convicted_serious_fraud:aggravating_any -85.5509
## convicted_disorderly_conduct:aggravating_any -23.9300
## convicted_minor_theft:aggravating_any -102.5586
## convicted_unauthorized_entry_or_stay:aggravating_any -106.4067
## convicted_theft_of_motor_vehicles_etc:aggravating_any -86.5831
## convicted_road_traffic_act_other_4:aggravating_any -60.0472
## convicted_incorrect_explanation:aggravating_any -129.7696
## convicted_document_forgery:aggravating_any -166.7118
## convicted_breach_of_the_duty_of_identification:aggravating_any -152.7989
## convicted_violation_in_prison:aggravating_any -75.3635
## CI Upper
## (Intercept) 958.2470
## defendant_age 1.6572
## defendant_is_woman -6.8118
## defendant_some_foreign_background 23.5723
## defendant_log_net_income 0.3368
## case_is_not_oslo 29.6350
## defendant_is_married 50.3988
## judge_age 2.4571
## judge_is_woman 23.0363
## judge_some_foreign_background 4.9530
## judge_log_net_income 30.9714
## judge_is_married 31.8860
## convicted_stay_of_execution_.conditional_imprisonment_. 33.9723
## convicted_bodily_injury 101.1204
## convicted_drug_offense 38.8023
## convicted_illegal_arming_in_a_public_place 111.5821
## convicted_participation 203.1260
## convicted_courtesy 60.8459
## convicted_general_violation_of_traffic_act_1 -2.5475
## convicted_drinking_within_six_hours_of_traffic_investigation 30.4948
## convicted_acquisition_possession_and_use_of_drugs 813.6131
## convicted_section_24_of_the_medicines_act_other 231.6423
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 142.5164
## convicted_road_traffic_act_other_1 291.3673
## convicted_violating_traffic_signage_act 421.6011
## convicted_temporary_suspension_of_driving_lisence 32.5038
## convicted_assault_and_battery 34.9009
## convicted_reckless_behavior 207.1888
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint 52.1118
## convicted_damage 37.9655
## convicted_threats 16.5902
## convicted_grievous_bodily_harm 462.8780
## convicted_serious_drug_offense 1246.5618
## convicted_aggravated_assault 54.2818
## convicted_intention_of_committing_an_offens 230.7444
## convicted_theft 35.9973
## convicted_road_traffic_act_other_5 193.1233
## convicted_violating_basic_traffic_rules 4.5127
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. 8.6250
## convicted_obstruction_of_a_public_official 75.4922
## convicted_aggravated_theft 175.2560
## convicted_fraud 96.3896
## convicted_judgment_in_arrears 266.8928
## convicted_abuse_in_close_relationships 254.1498
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official 3.6539
## convicted_violation_of_police_act 105.7386
## convicted_serious_fraud 189.1854
## convicted_disorderly_conduct 8.5382
## convicted_minor_theft 84.0161
## convicted_unauthorized_entry_or_stay 89.0300
## convicted_theft_of_motor_vehicles_etc 189.8879
## convicted_road_traffic_act_other_4 82.1638
## convicted_incorrect_explanation -27.4700
## convicted_document_forgery 161.8609
## convicted_breach_of_the_duty_of_identification 160.2574
## convicted_violation_in_prison 32.5772
## mitigating_any 139.9058
## aggravating_any 133.0829
## convicted_stay_of_execution_.conditional_imprisonment_.:mitigating_any 10.7966
## convicted_bodily_injury:mitigating_any 15.2640
## convicted_drug_offense:mitigating_any 10.2197
## convicted_illegal_arming_in_a_public_place:mitigating_any 44.5541
## convicted_participation:mitigating_any 225.0373
## convicted_courtesy:mitigating_any 81.5684
## convicted_general_violation_of_traffic_act_1:mitigating_any 23.9477
## convicted_drinking_within_six_hours_of_traffic_investigation:mitigating_any 31.1539
## convicted_acquisition_possession_and_use_of_drugs:mitigating_any 70.6994
## convicted_section_24_of_the_medicines_act_other:mitigating_any 748.1263
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:mitigating_any 46.8728
## convicted_road_traffic_act_other_1:mitigating_any 440.6634
## convicted_violating_traffic_signage_act:mitigating_any 293.1323
## convicted_temporary_suspension_of_driving_lisence:mitigating_any 15.6436
## convicted_assault_and_battery:mitigating_any 9.0556
## convicted_reckless_behavior:mitigating_any 3.9251
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:mitigating_any 129.3783
## convicted_damage:mitigating_any 41.4818
## convicted_threats:mitigating_any 12.1631
## convicted_grievous_bodily_harm:mitigating_any 162.9833
## convicted_serious_drug_offense:mitigating_any 418.9425
## convicted_aggravated_assault:mitigating_any 80.5085
## convicted_intention_of_committing_an_offens:mitigating_any 210.0849
## convicted_theft:mitigating_any 32.6511
## convicted_road_traffic_act_other_5:mitigating_any 73.7231
## convicted_violating_basic_traffic_rules:mitigating_any 61.5949
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:mitigating_any 33.2770
## convicted_obstruction_of_a_public_official:mitigating_any 71.5449
## convicted_aggravated_theft:mitigating_any 72.0703
## convicted_fraud:mitigating_any -14.5702
## convicted_judgment_in_arrears:mitigating_any 181.9536
## convicted_abuse_in_close_relationships:mitigating_any 147.7534
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:mitigating_any 20.3267
## convicted_violation_of_police_act:mitigating_any 81.8999
## convicted_serious_fraud:mitigating_any 75.0956
## convicted_disorderly_conduct:mitigating_any 14.0436
## convicted_minor_theft:mitigating_any 110.5877
## convicted_unauthorized_entry_or_stay:mitigating_any 68.3526
## convicted_theft_of_motor_vehicles_etc:mitigating_any 98.5423
## convicted_road_traffic_act_other_4:mitigating_any 64.2205
## convicted_incorrect_explanation:mitigating_any 110.7770
## convicted_document_forgery:mitigating_any 240.3058
## convicted_breach_of_the_duty_of_identification:mitigating_any 39.2298
## convicted_violation_in_prison:mitigating_any 9.1017
## convicted_stay_of_execution_.conditional_imprisonment_.:aggravating_any 96.9104
## convicted_bodily_injury:aggravating_any 60.9340
## convicted_drug_offense:aggravating_any 181.9572
## convicted_illegal_arming_in_a_public_place:aggravating_any 86.7127
## convicted_participation:aggravating_any 75.5673
## convicted_courtesy:aggravating_any 138.5081
## convicted_general_violation_of_traffic_act_1:aggravating_any 19.3406
## convicted_drinking_within_six_hours_of_traffic_investigation:aggravating_any 7.3625
## convicted_acquisition_possession_and_use_of_drugs:aggravating_any 255.0379
## convicted_section_24_of_the_medicines_act_other:aggravating_any 257.9218
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:aggravating_any -19.9322
## convicted_road_traffic_act_other_1:aggravating_any 431.8552
## convicted_violating_traffic_signage_act:aggravating_any 273.0012
## convicted_temporary_suspension_of_driving_lisence:aggravating_any 72.5973
## convicted_assault_and_battery:aggravating_any 30.1523
## convicted_reckless_behavior:aggravating_any -3.1530
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:aggravating_any 82.8645
## convicted_damage:aggravating_any 110.3265
## convicted_threats:aggravating_any 102.2763
## convicted_grievous_bodily_harm:aggravating_any 435.8519
## convicted_serious_drug_offense:aggravating_any -166.9100
## convicted_aggravated_assault:aggravating_any 125.9371
## convicted_intention_of_committing_an_offens:aggravating_any 109.0541
## convicted_theft:aggravating_any 108.8133
## convicted_road_traffic_act_other_5:aggravating_any 66.1251
## convicted_violating_basic_traffic_rules:aggravating_any 77.4824
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:aggravating_any 41.9887
## convicted_obstruction_of_a_public_official:aggravating_any 116.9567
## convicted_aggravated_theft:aggravating_any 246.7797
## convicted_fraud:aggravating_any 84.9976
## convicted_judgment_in_arrears:aggravating_any 136.6220
## convicted_abuse_in_close_relationships:aggravating_any 428.1508
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:aggravating_any 40.7340
## convicted_violation_of_police_act:aggravating_any 51.0583
## convicted_serious_fraud:aggravating_any 100.1740
## convicted_disorderly_conduct:aggravating_any 216.7256
## convicted_minor_theft:aggravating_any 125.5838
## convicted_unauthorized_entry_or_stay:aggravating_any 109.5868
## convicted_theft_of_motor_vehicles_etc:aggravating_any 193.0382
## convicted_road_traffic_act_other_4:aggravating_any 130.3423
## convicted_incorrect_explanation:aggravating_any 76.5755
## convicted_document_forgery:aggravating_any 147.4678
## convicted_breach_of_the_duty_of_identification:aggravating_any 107.7314
## convicted_violation_in_prison:aggravating_any 74.5794
## DF
## (Intercept) 7.038
## defendant_age 288.737
## defendant_is_woman 214.420
## defendant_some_foreign_background 297.831
## defendant_log_net_income 265.502
## case_is_not_oslo 128.016
## defendant_is_married 182.154
## judge_age 78.470
## judge_is_woman 323.216
## judge_some_foreign_background 18.329
## judge_log_net_income 5.784
## judge_is_married 223.985
## convicted_stay_of_execution_.conditional_imprisonment_. 46.574
## convicted_bodily_injury 64.791
## convicted_drug_offense 85.348
## convicted_illegal_arming_in_a_public_place 18.709
## convicted_participation 40.885
## convicted_courtesy 13.508
## convicted_general_violation_of_traffic_act_1 88.861
## convicted_drinking_within_six_hours_of_traffic_investigation 75.450
## convicted_acquisition_possession_and_use_of_drugs 3.534
## convicted_section_24_of_the_medicines_act_other 3.611
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 131.853
## convicted_road_traffic_act_other_1 2.829
## convicted_violating_traffic_signage_act 3.065
## convicted_temporary_suspension_of_driving_lisence 70.381
## convicted_assault_and_battery 75.594
## convicted_reckless_behavior 18.653
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint 21.950
## convicted_damage 24.197
## convicted_threats 55.697
## convicted_grievous_bodily_harm 10.209
## convicted_serious_drug_offense 36.066
## convicted_aggravated_assault 16.512
## convicted_intention_of_committing_an_offens 8.222
## convicted_theft 30.460
## convicted_road_traffic_act_other_5 13.835
## convicted_violating_basic_traffic_rules 34.662
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. 55.431
## convicted_obstruction_of_a_public_official 8.594
## convicted_aggravated_theft 17.490
## convicted_fraud 25.188
## convicted_judgment_in_arrears 12.554
## convicted_abuse_in_close_relationships 10.330
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official 131.051
## convicted_violation_of_police_act 11.994
## convicted_serious_fraud 32.037
## convicted_disorderly_conduct 12.823
## convicted_minor_theft 13.922
## convicted_unauthorized_entry_or_stay 11.815
## convicted_theft_of_motor_vehicles_etc 12.048
## convicted_road_traffic_act_other_4 5.579
## convicted_incorrect_explanation 40.511
## convicted_document_forgery 6.923
## convicted_breach_of_the_duty_of_identification 6.287
## convicted_violation_in_prison 13.789
## mitigating_any 252.765
## aggravating_any 167.227
## convicted_stay_of_execution_.conditional_imprisonment_.:mitigating_any 71.244
## convicted_bodily_injury:mitigating_any 107.630
## convicted_drug_offense:mitigating_any 159.525
## convicted_illegal_arming_in_a_public_place:mitigating_any 107.675
## convicted_participation:mitigating_any 73.840
## convicted_courtesy:mitigating_any 47.083
## convicted_general_violation_of_traffic_act_1:mitigating_any 163.477
## convicted_drinking_within_six_hours_of_traffic_investigation:mitigating_any 154.554
## convicted_acquisition_possession_and_use_of_drugs:mitigating_any 6.633
## convicted_section_24_of_the_medicines_act_other:mitigating_any 7.019
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:mitigating_any 266.642
## convicted_road_traffic_act_other_1:mitigating_any 2.551
## convicted_violating_traffic_signage_act:mitigating_any 2.989
## convicted_temporary_suspension_of_driving_lisence:mitigating_any 252.462
## convicted_assault_and_battery:mitigating_any 220.874
## convicted_reckless_behavior:mitigating_any 67.281
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:mitigating_any 96.665
## convicted_damage:mitigating_any 81.074
## convicted_threats:mitigating_any 145.376
## convicted_grievous_bodily_harm:mitigating_any 24.738
## convicted_serious_drug_offense:mitigating_any 71.269
## convicted_aggravated_assault:mitigating_any 44.401
## convicted_intention_of_committing_an_offens:mitigating_any 25.873
## convicted_theft:mitigating_any 94.513
## convicted_road_traffic_act_other_5:mitigating_any 83.931
## convicted_violating_basic_traffic_rules:mitigating_any 130.333
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:mitigating_any 106.515
## convicted_obstruction_of_a_public_official:mitigating_any 99.010
## convicted_aggravated_theft:mitigating_any 58.185
## convicted_fraud:mitigating_any 67.296
## convicted_judgment_in_arrears:mitigating_any 32.012
## convicted_abuse_in_close_relationships:mitigating_any 39.574
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:mitigating_any 220.829
## convicted_violation_of_police_act:mitigating_any 100.321
## convicted_serious_fraud:mitigating_any 57.452
## convicted_disorderly_conduct:mitigating_any 88.364
## convicted_minor_theft:mitigating_any 92.424
## convicted_unauthorized_entry_or_stay:mitigating_any 47.916
## convicted_theft_of_motor_vehicles_etc:mitigating_any 44.937
## convicted_road_traffic_act_other_4:mitigating_any 38.103
## convicted_incorrect_explanation:mitigating_any 69.319
## convicted_document_forgery:mitigating_any 29.506
## convicted_breach_of_the_duty_of_identification:mitigating_any 57.171
## convicted_violation_in_prison:mitigating_any 33.090
## convicted_stay_of_execution_.conditional_imprisonment_.:aggravating_any 62.055
## convicted_bodily_injury:aggravating_any 95.515
## convicted_drug_offense:aggravating_any 120.957
## convicted_illegal_arming_in_a_public_place:aggravating_any 20.170
## convicted_participation:aggravating_any 45.539
## convicted_courtesy:aggravating_any 19.440
## convicted_general_violation_of_traffic_act_1:aggravating_any 123.335
## convicted_drinking_within_six_hours_of_traffic_investigation:aggravating_any 116.611
## convicted_acquisition_possession_and_use_of_drugs:aggravating_any 2.440
## convicted_section_24_of_the_medicines_act_other:aggravating_any 2.538
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:aggravating_any 167.612
## convicted_road_traffic_act_other_1:aggravating_any 2.742
## convicted_violating_traffic_signage_act:aggravating_any 3.034
## convicted_temporary_suspension_of_driving_lisence:aggravating_any 103.332
## convicted_assault_and_battery:aggravating_any 98.776
## convicted_reckless_behavior:aggravating_any 22.550
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:aggravating_any 32.730
## convicted_damage:aggravating_any 32.666
## convicted_threats:aggravating_any 77.117
## convicted_grievous_bodily_harm:aggravating_any 21.104
## convicted_serious_drug_offense:aggravating_any 52.695
## convicted_aggravated_assault:aggravating_any 36.497
## convicted_intention_of_committing_an_offens:aggravating_any 8.674
## convicted_theft:aggravating_any 46.634
## convicted_road_traffic_act_other_5:aggravating_any 14.912
## convicted_violating_basic_traffic_rules:aggravating_any 45.403
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:aggravating_any 82.284
## convicted_obstruction_of_a_public_official:aggravating_any 10.064
## convicted_aggravated_theft:aggravating_any 28.113
## convicted_fraud:aggravating_any 40.910
## convicted_judgment_in_arrears:aggravating_any 15.986
## convicted_abuse_in_close_relationships:aggravating_any 16.663
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:aggravating_any 173.959
## convicted_violation_of_police_act:aggravating_any 12.299
## convicted_serious_fraud:aggravating_any 68.858
## convicted_disorderly_conduct:aggravating_any 17.267
## convicted_minor_theft:aggravating_any 18.499
## convicted_unauthorized_entry_or_stay:aggravating_any 17.625
## convicted_theft_of_motor_vehicles_etc:aggravating_any 14.414
## convicted_road_traffic_act_other_4:aggravating_any 6.098
## convicted_incorrect_explanation:aggravating_any 60.391
## convicted_document_forgery:aggravating_any 9.195
## convicted_breach_of_the_duty_of_identification:aggravating_any 8.192
## convicted_violation_in_prison:aggravating_any 25.909
##
## Multiple R-squared: 0.3657 , Adjusted R-squared: 0.3336
## F-statistic: 2.979e+09 on 145 and 561 DF, p-value: < 2.2e-16
fit_restricted_dataset_logged_dv <- lm_robust(formula = as.formula(paste0('punishment_prison_days_log ~ ', ivs)), data = df_short_prison_only, clusters = judge__id)
summary(fit_restricted_dataset_logged_dv)
##
## Call:
## lm_robust(formula = as.formula(paste0("punishment_prison_days_log ~ ",
## ivs)), data = df_short_prison_only, clusters = judge__id)
##
## Standard error type: CR2
##
## Coefficients:
## Estimate
## (Intercept) 3.7120562
## defendant_age 0.0035352
## defendant_is_woman -0.0956647
## defendant_some_foreign_background -0.0191929
## defendant_log_net_income -0.0114928
## case_is_not_oslo 0.0697891
## defendant_is_married -0.0241260
## judge_age 0.0050184
## judge_is_woman 0.0297241
## judge_some_foreign_background -0.1859212
## judge_log_net_income -0.0322367
## judge_is_married -0.0344975
## convicted_stay_of_execution_.conditional_imprisonment_. -0.0321019
## convicted_bodily_injury 1.1441577
## convicted_drug_offense 0.1117837
## convicted_illegal_arming_in_a_public_place 0.4458922
## convicted_participation 0.0296761
## convicted_courtesy 0.2149150
## convicted_general_violation_of_traffic_act_1 -0.5318018
## convicted_drinking_within_six_hours_of_traffic_investigation 0.1072935
## convicted_acquisition_possession_and_use_of_drugs 2.5660453
## convicted_section_24_of_the_medicines_act_other -2.7019320
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 0.1939671
## convicted_road_traffic_act_other_1 -0.0223088
## convicted_violating_traffic_signage_act -0.0472285
## convicted_temporary_suspension_of_driving_lisence 0.2547275
## convicted_assault_and_battery 0.1551113
## convicted_reckless_behavior 0.5856778
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint 0.4393380
## convicted_damage 0.1373698
## convicted_threats -0.1110964
## convicted_grievous_bodily_harm 1.5005925
## convicted_serious_drug_offense 2.7270773
## convicted_aggravated_assault 0.4949874
## convicted_intention_of_committing_an_offens 0.2047197
## convicted_theft 0.1267882
## convicted_road_traffic_act_other_5 0.6544608
## convicted_violating_basic_traffic_rules -0.1390077
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. -0.0743902
## convicted_obstruction_of_a_public_official 0.2803691
## convicted_aggravated_theft 0.7439541
## convicted_fraud -0.0300720
## convicted_judgment_in_arrears 0.3129769
## convicted_abuse_in_close_relationships 1.6453647
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official -0.3724518
## convicted_violation_of_police_act -0.0563414
## convicted_serious_fraud 1.2869274
## convicted_disorderly_conduct -0.4006895
## convicted_minor_theft -0.6844508
## convicted_unauthorized_entry_or_stay 0.0440592
## convicted_theft_of_motor_vehicles_etc 0.6139948
## convicted_road_traffic_act_other_4 -0.2941303
## convicted_incorrect_explanation -0.4268700
## convicted_document_forgery 0.1676494
## convicted_breach_of_the_duty_of_identification 0.3951325
## convicted_violation_in_prison -0.9240494
## mitigating_any 0.1287309
## aggravating_any 0.3158546
## convicted_stay_of_execution_.conditional_imprisonment_.:mitigating_any -0.0901023
## convicted_bodily_injury:mitigating_any -0.1686154
## convicted_drug_offense:mitigating_any -0.0687594
## convicted_illegal_arming_in_a_public_place:mitigating_any -0.0578218
## convicted_participation:mitigating_any 0.3539851
## convicted_courtesy:mitigating_any -0.0992012
## convicted_general_violation_of_traffic_act_1:mitigating_any -0.1200276
## convicted_drinking_within_six_hours_of_traffic_investigation:mitigating_any -0.0183102
## convicted_acquisition_possession_and_use_of_drugs:mitigating_any -1.8193813
## convicted_section_24_of_the_medicines_act_other:mitigating_any 1.8329241
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:mitigating_any -0.0203661
## convicted_road_traffic_act_other_1:mitigating_any -0.3596387
## convicted_violating_traffic_signage_act:mitigating_any 0.5258894
## convicted_temporary_suspension_of_driving_lisence:mitigating_any 0.0183251
## convicted_assault_and_battery:mitigating_any -0.1491574
## convicted_reckless_behavior:mitigating_any -0.1685276
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:mitigating_any 0.2417233
## convicted_damage:mitigating_any -0.0272085
## convicted_threats:mitigating_any -0.0349304
## convicted_grievous_bodily_harm:mitigating_any 0.0027418
## convicted_serious_drug_offense:mitigating_any 0.0588583
## convicted_aggravated_assault:mitigating_any -0.0168476
## convicted_intention_of_committing_an_offens:mitigating_any 0.2985528
## convicted_theft:mitigating_any 0.0140662
## convicted_road_traffic_act_other_5:mitigating_any -0.0274428
## convicted_violating_basic_traffic_rules:mitigating_any 0.1494994
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:mitigating_any -0.0400242
## convicted_obstruction_of_a_public_official:mitigating_any 0.1840088
## convicted_aggravated_theft:mitigating_any -0.1031309
## convicted_fraud:mitigating_any -0.3324429
## convicted_judgment_in_arrears:mitigating_any -0.2992625
## convicted_abuse_in_close_relationships:mitigating_any -0.2240296
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:mitigating_any -0.0528693
## convicted_violation_of_police_act:mitigating_any 0.1818236
## convicted_serious_fraud:mitigating_any -0.2184899
## convicted_disorderly_conduct:mitigating_any -0.2770908
## convicted_minor_theft:mitigating_any -0.1535798
## convicted_unauthorized_entry_or_stay:mitigating_any -0.1071192
## convicted_theft_of_motor_vehicles_etc:mitigating_any 0.1167759
## convicted_road_traffic_act_other_4:mitigating_any 0.1064699
## convicted_incorrect_explanation:mitigating_any 0.1272388
## convicted_document_forgery:mitigating_any 0.5496650
## convicted_breach_of_the_duty_of_identification:mitigating_any -0.2435699
## convicted_violation_in_prison:mitigating_any -0.3325647
## convicted_stay_of_execution_.conditional_imprisonment_.:aggravating_any -0.1505855
## convicted_bodily_injury:aggravating_any -0.0283669
## convicted_drug_offense:aggravating_any 0.0937409
## convicted_illegal_arming_in_a_public_place:aggravating_any -0.2942496
## convicted_participation:aggravating_any -0.1678889
## convicted_courtesy:aggravating_any 0.4140975
## convicted_general_violation_of_traffic_act_1:aggravating_any -0.0402491
## convicted_drinking_within_six_hours_of_traffic_investigation:aggravating_any -0.1315940
## convicted_acquisition_possession_and_use_of_drugs:aggravating_any -1.2547004
## convicted_section_24_of_the_medicines_act_other:aggravating_any 1.3472175
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:aggravating_any -0.1444539
## convicted_road_traffic_act_other_1:aggravating_any -0.0613874
## convicted_violating_traffic_signage_act:aggravating_any 0.0513430
## convicted_temporary_suspension_of_driving_lisence:aggravating_any 0.1718854
## convicted_assault_and_battery:aggravating_any -0.0358936
## convicted_reckless_behavior:aggravating_any -0.4382025
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:aggravating_any -0.1023489
## convicted_damage:aggravating_any 0.0008019
## convicted_threats:aggravating_any 0.3658194
## convicted_grievous_bodily_harm:aggravating_any -0.4544782
## convicted_serious_drug_offense:aggravating_any -0.8405929
## convicted_aggravated_assault:aggravating_any 0.1353478
## convicted_intention_of_committing_an_offens:aggravating_any 0.0226735
## convicted_theft:aggravating_any -0.0330223
## convicted_road_traffic_act_other_5:aggravating_any -0.3864069
## convicted_violating_basic_traffic_rules:aggravating_any 0.2143933
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:aggravating_any 0.0524466
## convicted_obstruction_of_a_public_official:aggravating_any -0.3410172
## convicted_aggravated_theft:aggravating_any 0.0552481
## convicted_fraud:aggravating_any 0.3028703
## convicted_judgment_in_arrears:aggravating_any -0.2430270
## convicted_abuse_in_close_relationships:aggravating_any 0.4933100
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:aggravating_any 0.1179959
## convicted_violation_of_police_act:aggravating_any -0.2937472
## convicted_serious_fraud:aggravating_any -0.2821188
## convicted_disorderly_conduct:aggravating_any 0.3985704
## convicted_minor_theft:aggravating_any 0.8334309
## convicted_unauthorized_entry_or_stay:aggravating_any 0.0145333
## convicted_theft_of_motor_vehicles_etc:aggravating_any -0.2059880
## convicted_road_traffic_act_other_4:aggravating_any 0.4202755
## convicted_incorrect_explanation:aggravating_any -0.3252751
## convicted_document_forgery:aggravating_any 0.0038901
## convicted_breach_of_the_duty_of_identification:aggravating_any -0.2448354
## convicted_violation_in_prison:aggravating_any 0.6205627
## Std. Error
## (Intercept) 0.841973
## defendant_age 0.001207
## defendant_is_woman 0.043038
## defendant_some_foreign_background 0.038219
## defendant_log_net_income 0.004619
## case_is_not_oslo 0.044628
## defendant_is_married 0.062964
## judge_age 0.001839
## judge_is_woman 0.035041
## judge_some_foreign_background 0.092858
## judge_log_net_income 0.065341
## judge_is_married 0.037533
## convicted_stay_of_execution_.conditional_imprisonment_. 0.073377
## convicted_bodily_injury 0.117152
## convicted_drug_offense 0.132514
## convicted_illegal_arming_in_a_public_place 0.314381
## convicted_participation 0.159545
## convicted_courtesy 0.225073
## convicted_general_violation_of_traffic_act_1 0.123909
## convicted_drinking_within_six_hours_of_traffic_investigation 0.066442
## convicted_acquisition_possession_and_use_of_drugs 0.625831
## convicted_section_24_of_the_medicines_act_other 0.637273
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 0.083758
## convicted_road_traffic_act_other_1 0.425177
## convicted_violating_traffic_signage_act 0.427075
## convicted_temporary_suspension_of_driving_lisence 0.102211
## convicted_assault_and_battery 0.096891
## convicted_reckless_behavior 0.349637
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint 0.207899
## convicted_damage 0.205425
## convicted_threats 0.131532
## convicted_grievous_bodily_harm 0.228514
## convicted_serious_drug_offense 0.215684
## convicted_aggravated_assault 0.232957
## convicted_intention_of_committing_an_offens 0.244301
## convicted_theft 0.184027
## convicted_road_traffic_act_other_5 0.335054
## convicted_violating_basic_traffic_rules 0.118897
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. 0.065117
## convicted_obstruction_of_a_public_official 0.267129
## convicted_aggravated_theft 0.346041
## convicted_fraud 0.234001
## convicted_judgment_in_arrears 0.310058
## convicted_abuse_in_close_relationships 0.285082
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official 0.107284
## convicted_violation_of_police_act 0.274913
## convicted_serious_fraud 0.244328
## convicted_disorderly_conduct 0.337159
## convicted_minor_theft 0.394734
## convicted_unauthorized_entry_or_stay 0.266419
## convicted_theft_of_motor_vehicles_etc 0.314553
## convicted_road_traffic_act_other_4 0.342201
## convicted_incorrect_explanation 0.244704
## convicted_document_forgery 0.402769
## convicted_breach_of_the_duty_of_identification 0.463153
## convicted_violation_in_prison 0.298868
## mitigating_any 0.118653
## aggravating_any 0.121337
## convicted_stay_of_execution_.conditional_imprisonment_.:mitigating_any 0.126966
## convicted_bodily_injury:mitigating_any 0.126591
## convicted_drug_offense:mitigating_any 0.113662
## convicted_illegal_arming_in_a_public_place:mitigating_any 0.163509
## convicted_participation:mitigating_any 0.140815
## convicted_courtesy:mitigating_any 0.208850
## convicted_general_violation_of_traffic_act_1:mitigating_any 0.141249
## convicted_drinking_within_six_hours_of_traffic_investigation:mitigating_any 0.103293
## convicted_acquisition_possession_and_use_of_drugs:mitigating_any 0.455154
## convicted_section_24_of_the_medicines_act_other:mitigating_any 0.468475
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:mitigating_any 0.068868
## convicted_road_traffic_act_other_1:mitigating_any 0.411984
## convicted_violating_traffic_signage_act:mitigating_any 0.430006
## convicted_temporary_suspension_of_driving_lisence:mitigating_any 0.080269
## convicted_assault_and_battery:mitigating_any 0.098112
## convicted_reckless_behavior:mitigating_any 0.235992
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:mitigating_any 0.182819
## convicted_damage:mitigating_any 0.177337
## convicted_threats:mitigating_any 0.130336
## convicted_grievous_bodily_harm:mitigating_any 0.258678
## convicted_serious_drug_offense:mitigating_any 0.208562
## convicted_aggravated_assault:mitigating_any 0.203870
## convicted_intention_of_committing_an_offens:mitigating_any 0.221078
## convicted_theft:mitigating_any 0.174027
## convicted_road_traffic_act_other_5:mitigating_any 0.207256
## convicted_violating_basic_traffic_rules:mitigating_any 0.128051
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:mitigating_any 0.097219
## convicted_obstruction_of_a_public_official:mitigating_any 0.148729
## convicted_aggravated_theft:mitigating_any 0.281653
## convicted_fraud:mitigating_any 0.208088
## convicted_judgment_in_arrears:mitigating_any 0.251416
## convicted_abuse_in_close_relationships:mitigating_any 0.229793
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:mitigating_any 0.107382
## convicted_violation_of_police_act:mitigating_any 0.156472
## convicted_serious_fraud:mitigating_any 0.258814
## convicted_disorderly_conduct:mitigating_any 0.181850
## convicted_minor_theft:mitigating_any 0.271125
## convicted_unauthorized_entry_or_stay:mitigating_any 0.242168
## convicted_theft_of_motor_vehicles_etc:mitigating_any 0.250605
## convicted_road_traffic_act_other_4:mitigating_any 0.221084
## convicted_incorrect_explanation:mitigating_any 0.251113
## convicted_document_forgery:mitigating_any 0.390019
## convicted_breach_of_the_duty_of_identification:mitigating_any 0.169246
## convicted_violation_in_prison:mitigating_any 0.319321
## convicted_stay_of_execution_.conditional_imprisonment_.:aggravating_any 0.121679
## convicted_bodily_injury:aggravating_any 0.129632
## convicted_drug_offense:aggravating_any 0.151896
## convicted_illegal_arming_in_a_public_place:aggravating_any 0.336775
## convicted_participation:aggravating_any 0.173705
## convicted_courtesy:aggravating_any 0.256967
## convicted_general_violation_of_traffic_act_1:aggravating_any 0.145060
## convicted_drinking_within_six_hours_of_traffic_investigation:aggravating_any 0.092276
## convicted_acquisition_possession_and_use_of_drugs:aggravating_any 0.491985
## convicted_section_24_of_the_medicines_act_other:aggravating_any 0.502600
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:aggravating_any 0.093510
## convicted_road_traffic_act_other_1:aggravating_any 0.418573
## convicted_violating_traffic_signage_act:aggravating_any 0.423834
## convicted_temporary_suspension_of_driving_lisence:aggravating_any 0.115465
## convicted_assault_and_battery:aggravating_any 0.114136
## convicted_reckless_behavior:aggravating_any 0.368020
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:aggravating_any 0.221783
## convicted_damage:aggravating_any 0.214138
## convicted_threats:aggravating_any 0.146572
## convicted_grievous_bodily_harm:aggravating_any 0.242028
## convicted_serious_drug_offense:aggravating_any 0.254165
## convicted_aggravated_assault:aggravating_any 0.245053
## convicted_intention_of_committing_an_offens:aggravating_any 0.236890
## convicted_theft:aggravating_any 0.212288
## convicted_road_traffic_act_other_5:aggravating_any 0.351834
## convicted_violating_basic_traffic_rules:aggravating_any 0.132233
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:aggravating_any 0.109105
## convicted_obstruction_of_a_public_official:aggravating_any 0.277201
## convicted_aggravated_theft:aggravating_any 0.315509
## convicted_fraud:aggravating_any 0.233407
## convicted_judgment_in_arrears:aggravating_any 0.307899
## convicted_abuse_in_close_relationships:aggravating_any 0.305184
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:aggravating_any 0.115767
## convicted_violation_of_police_act:aggravating_any 0.265958
## convicted_serious_fraud:aggravating_any 0.252053
## convicted_disorderly_conduct:aggravating_any 0.359406
## convicted_minor_theft:aggravating_any 0.444127
## convicted_unauthorized_entry_or_stay:aggravating_any 0.312528
## convicted_theft_of_motor_vehicles_etc:aggravating_any 0.316314
## convicted_road_traffic_act_other_4:aggravating_any 0.361928
## convicted_incorrect_explanation:aggravating_any 0.262509
## convicted_document_forgery:aggravating_any 0.481299
## convicted_breach_of_the_duty_of_identification:aggravating_any 0.462936
## convicted_violation_in_prison:aggravating_any 0.330154
## t value
## (Intercept) 4.408759
## defendant_age 2.928914
## defendant_is_woman -2.222798
## defendant_some_foreign_background -0.502186
## defendant_log_net_income -2.488242
## case_is_not_oslo 1.563781
## defendant_is_married -0.383174
## judge_age 2.729606
## judge_is_woman 0.848274
## judge_some_foreign_background -2.002203
## judge_log_net_income -0.493358
## judge_is_married -0.919136
## convicted_stay_of_execution_.conditional_imprisonment_. -0.437493
## convicted_bodily_injury 9.766444
## convicted_drug_offense 0.843563
## convicted_illegal_arming_in_a_public_place 1.418317
## convicted_participation 0.186005
## convicted_courtesy 0.954866
## convicted_general_violation_of_traffic_act_1 -4.291866
## convicted_drinking_within_six_hours_of_traffic_investigation 1.614850
## convicted_acquisition_possession_and_use_of_drugs 4.100219
## convicted_section_24_of_the_medicines_act_other -4.239837
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 2.315802
## convicted_road_traffic_act_other_1 -0.052469
## convicted_violating_traffic_signage_act -0.110586
## convicted_temporary_suspension_of_driving_lisence 2.492163
## convicted_assault_and_battery 1.600880
## convicted_reckless_behavior 1.675101
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint 2.113226
## convicted_damage 0.668709
## convicted_threats -0.844634
## convicted_grievous_bodily_harm 6.566749
## convicted_serious_drug_offense 12.643842
## convicted_aggravated_assault 2.124798
## convicted_intention_of_committing_an_offens 0.837980
## convicted_theft 0.688965
## convicted_road_traffic_act_other_5 1.953298
## convicted_violating_basic_traffic_rules -1.169143
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. -1.142404
## convicted_obstruction_of_a_public_official 1.049566
## convicted_aggravated_theft 2.149904
## convicted_fraud -0.128512
## convicted_judgment_in_arrears 1.009413
## convicted_abuse_in_close_relationships 5.771554
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official -3.471646
## convicted_violation_of_police_act -0.204943
## convicted_serious_fraud 5.267210
## convicted_disorderly_conduct -1.188428
## convicted_minor_theft -1.733954
## convicted_unauthorized_entry_or_stay 0.165376
## convicted_theft_of_motor_vehicles_etc 1.951958
## convicted_road_traffic_act_other_4 -0.859526
## convicted_incorrect_explanation -1.744435
## convicted_document_forgery 0.416242
## convicted_breach_of_the_duty_of_identification 0.853137
## convicted_violation_in_prison -3.091836
## mitigating_any 1.084932
## aggravating_any 2.603124
## convicted_stay_of_execution_.conditional_imprisonment_.:mitigating_any -0.709654
## convicted_bodily_injury:mitigating_any -1.331966
## convicted_drug_offense:mitigating_any -0.604947
## convicted_illegal_arming_in_a_public_place:mitigating_any -0.353631
## convicted_participation:mitigating_any 2.513828
## convicted_courtesy:mitigating_any -0.474988
## convicted_general_violation_of_traffic_act_1:mitigating_any -0.849759
## convicted_drinking_within_six_hours_of_traffic_investigation:mitigating_any -0.177264
## convicted_acquisition_possession_and_use_of_drugs:mitigating_any -3.997291
## convicted_section_24_of_the_medicines_act_other:mitigating_any 3.912531
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:mitigating_any -0.295728
## convicted_road_traffic_act_other_1:mitigating_any -0.872944
## convicted_violating_traffic_signage_act:mitigating_any 1.222981
## convicted_temporary_suspension_of_driving_lisence:mitigating_any 0.228295
## convicted_assault_and_battery:mitigating_any -1.520275
## convicted_reckless_behavior:mitigating_any -0.714123
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:mitigating_any 1.322197
## convicted_damage:mitigating_any -0.153428
## convicted_threats:mitigating_any -0.268002
## convicted_grievous_bodily_harm:mitigating_any 0.010599
## convicted_serious_drug_offense:mitigating_any 0.282210
## convicted_aggravated_assault:mitigating_any -0.082639
## convicted_intention_of_committing_an_offens:mitigating_any 1.350442
## convicted_theft:mitigating_any 0.080828
## convicted_road_traffic_act_other_5:mitigating_any -0.132410
## convicted_violating_basic_traffic_rules:mitigating_any 1.167495
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:mitigating_any -0.411690
## convicted_obstruction_of_a_public_official:mitigating_any 1.237206
## convicted_aggravated_theft:mitigating_any -0.366163
## convicted_fraud:mitigating_any -1.597604
## convicted_judgment_in_arrears:mitigating_any -1.190308
## convicted_abuse_in_close_relationships:mitigating_any -0.974918
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:mitigating_any -0.492346
## convicted_violation_of_police_act:mitigating_any 1.162023
## convicted_serious_fraud:mitigating_any -0.844197
## convicted_disorderly_conduct:mitigating_any -1.523733
## convicted_minor_theft:mitigating_any -0.566454
## convicted_unauthorized_entry_or_stay:mitigating_any -0.442334
## convicted_theft_of_motor_vehicles_etc:mitigating_any 0.465977
## convicted_road_traffic_act_other_4:mitigating_any 0.481582
## convicted_incorrect_explanation:mitigating_any 0.506700
## convicted_document_forgery:mitigating_any 1.409327
## convicted_breach_of_the_duty_of_identification:mitigating_any -1.439149
## convicted_violation_in_prison:mitigating_any -1.041475
## convicted_stay_of_execution_.conditional_imprisonment_.:aggravating_any -1.237560
## convicted_bodily_injury:aggravating_any -0.218827
## convicted_drug_offense:aggravating_any 0.617139
## convicted_illegal_arming_in_a_public_place:aggravating_any -0.873727
## convicted_participation:aggravating_any -0.966520
## convicted_courtesy:aggravating_any 1.611482
## convicted_general_violation_of_traffic_act_1:aggravating_any -0.277465
## convicted_drinking_within_six_hours_of_traffic_investigation:aggravating_any -1.426091
## convicted_acquisition_possession_and_use_of_drugs:aggravating_any -2.550281
## convicted_section_24_of_the_medicines_act_other:aggravating_any 2.680497
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:aggravating_any -1.544791
## convicted_road_traffic_act_other_1:aggravating_any -0.146659
## convicted_violating_traffic_signage_act:aggravating_any 0.121139
## convicted_temporary_suspension_of_driving_lisence:aggravating_any 1.488635
## convicted_assault_and_battery:aggravating_any -0.314482
## convicted_reckless_behavior:aggravating_any -1.190703
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:aggravating_any -0.461481
## convicted_damage:aggravating_any 0.003745
## convicted_threats:aggravating_any 2.495833
## convicted_grievous_bodily_harm:aggravating_any -1.877794
## convicted_serious_drug_offense:aggravating_any -3.307277
## convicted_aggravated_assault:aggravating_any 0.552321
## convicted_intention_of_committing_an_offens:aggravating_any 0.095713
## convicted_theft:aggravating_any -0.155554
## convicted_road_traffic_act_other_5:aggravating_any -1.098265
## convicted_violating_basic_traffic_rules:aggravating_any 1.621326
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:aggravating_any 0.480698
## convicted_obstruction_of_a_public_official:aggravating_any -1.230216
## convicted_aggravated_theft:aggravating_any 0.175108
## convicted_fraud:aggravating_any 1.297608
## convicted_judgment_in_arrears:aggravating_any -0.789307
## convicted_abuse_in_close_relationships:aggravating_any 1.616435
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:aggravating_any 1.019250
## convicted_violation_of_police_act:aggravating_any -1.104487
## convicted_serious_fraud:aggravating_any -1.119284
## convicted_disorderly_conduct:aggravating_any 1.108971
## convicted_minor_theft:aggravating_any 1.876559
## convicted_unauthorized_entry_or_stay:aggravating_any 0.046502
## convicted_theft_of_motor_vehicles_etc:aggravating_any -0.651213
## convicted_road_traffic_act_other_4:aggravating_any 1.161214
## convicted_incorrect_explanation:aggravating_any -1.239101
## convicted_document_forgery:aggravating_any 0.008083
## convicted_breach_of_the_duty_of_identification:aggravating_any -0.528875
## convicted_violation_in_prison:aggravating_any 1.879617
## Pr(>|t|)
## (Intercept) 3.083e-03
## defendant_age 3.673e-03
## defendant_is_woman 2.727e-02
## defendant_some_foreign_background 6.159e-01
## defendant_log_net_income 1.345e-02
## case_is_not_oslo 1.203e-01
## defendant_is_married 7.020e-01
## judge_age 7.825e-03
## judge_is_woman 3.969e-01
## judge_some_foreign_background 6.028e-02
## judge_log_net_income 6.399e-01
## judge_is_married 3.590e-01
## convicted_stay_of_execution_.conditional_imprisonment_. 6.638e-01
## convicted_bodily_injury 2.337e-14
## convicted_drug_offense 4.013e-01
## convicted_illegal_arming_in_a_public_place 1.725e-01
## convicted_participation 8.534e-01
## convicted_courtesy 3.564e-01
## convicted_general_violation_of_traffic_act_1 4.502e-05
## convicted_drinking_within_six_hours_of_traffic_investigation 1.105e-01
## convicted_acquisition_possession_and_use_of_drugs 1.906e-02
## convicted_section_24_of_the_medicines_act_other 1.646e-02
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 2.211e-02
## convicted_road_traffic_act_other_1 9.616e-01
## convicted_violating_traffic_signage_act 9.188e-01
## convicted_temporary_suspension_of_driving_lisence 1.505e-02
## convicted_assault_and_battery 1.136e-01
## convicted_reckless_behavior 1.106e-01
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint 4.618e-02
## convicted_damage 5.100e-01
## convicted_threats 4.019e-01
## convicted_grievous_bodily_harm 5.752e-05
## convicted_serious_drug_offense 8.084e-15
## convicted_aggravated_assault 4.902e-02
## convicted_intention_of_committing_an_offens 4.257e-01
## convicted_theft 4.961e-01
## convicted_road_traffic_act_other_5 7.131e-02
## convicted_violating_basic_traffic_rules 2.503e-01
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. 2.582e-01
## convicted_obstruction_of_a_public_official 3.225e-01
## convicted_aggravated_theft 4.582e-02
## convicted_fraud 8.988e-01
## convicted_judgment_in_arrears 3.318e-01
## convicted_abuse_in_close_relationships 1.587e-04
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official 7.011e-04
## convicted_violation_of_police_act 8.411e-01
## convicted_serious_fraud 9.103e-06
## convicted_disorderly_conduct 2.562e-01
## convicted_minor_theft 1.050e-01
## convicted_unauthorized_entry_or_stay 8.714e-01
## convicted_theft_of_motor_vehicles_etc 7.458e-02
## convicted_road_traffic_act_other_4 4.254e-01
## convicted_incorrect_explanation 8.867e-02
## convicted_document_forgery 6.898e-01
## convicted_breach_of_the_duty_of_identification 4.249e-01
## convicted_violation_in_prison 8.082e-03
## mitigating_any 2.790e-01
## aggravating_any 1.007e-02
## convicted_stay_of_execution_.conditional_imprisonment_.:mitigating_any 4.802e-01
## convicted_bodily_injury:mitigating_any 1.857e-01
## convicted_drug_offense:mitigating_any 5.461e-01
## convicted_illegal_arming_in_a_public_place:mitigating_any 7.243e-01
## convicted_participation:mitigating_any 1.412e-02
## convicted_courtesy:mitigating_any 6.370e-01
## convicted_general_violation_of_traffic_act_1:mitigating_any 3.967e-01
## convicted_drinking_within_six_hours_of_traffic_investigation:mitigating_any 8.595e-01
## convicted_acquisition_possession_and_use_of_drugs:mitigating_any 5.815e-03
## convicted_section_24_of_the_medicines_act_other:mitigating_any 5.774e-03
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:mitigating_any 7.677e-01
## convicted_road_traffic_act_other_1:mitigating_any 4.571e-01
## convicted_violating_traffic_signage_act:mitigating_any 3.089e-01
## convicted_temporary_suspension_of_driving_lisence:mitigating_any 8.196e-01
## convicted_assault_and_battery:mitigating_any 1.299e-01
## convicted_reckless_behavior:mitigating_any 4.776e-01
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:mitigating_any 1.892e-01
## convicted_damage:mitigating_any 8.784e-01
## convicted_threats:mitigating_any 7.891e-01
## convicted_grievous_bodily_harm:mitigating_any 9.916e-01
## convicted_serious_drug_offense:mitigating_any 7.786e-01
## convicted_aggravated_assault:mitigating_any 9.345e-01
## convicted_intention_of_committing_an_offens:mitigating_any 1.886e-01
## convicted_theft:mitigating_any 9.358e-01
## convicted_road_traffic_act_other_5:mitigating_any 8.950e-01
## convicted_violating_basic_traffic_rules:mitigating_any 2.451e-01
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:mitigating_any 6.814e-01
## convicted_obstruction_of_a_public_official:mitigating_any 2.189e-01
## convicted_aggravated_theft:mitigating_any 7.156e-01
## convicted_fraud:mitigating_any 1.148e-01
## convicted_judgment_in_arrears:mitigating_any 2.427e-01
## convicted_abuse_in_close_relationships:mitigating_any 3.355e-01
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:mitigating_any 6.230e-01
## convicted_violation_of_police_act:mitigating_any 2.480e-01
## convicted_serious_fraud:mitigating_any 4.021e-01
## convicted_disorderly_conduct:mitigating_any 1.311e-01
## convicted_minor_theft:mitigating_any 5.725e-01
## convicted_unauthorized_entry_or_stay:mitigating_any 6.602e-01
## convicted_theft_of_motor_vehicles_etc:mitigating_any 6.435e-01
## convicted_road_traffic_act_other_4:mitigating_any 6.329e-01
## convicted_incorrect_explanation:mitigating_any 6.140e-01
## convicted_document_forgery:mitigating_any 1.692e-01
## convicted_breach_of_the_duty_of_identification:mitigating_any 1.556e-01
## convicted_violation_in_prison:mitigating_any 3.052e-01
## convicted_stay_of_execution_.conditional_imprisonment_.:aggravating_any 2.205e-01
## convicted_bodily_injury:aggravating_any 8.273e-01
## convicted_drug_offense:aggravating_any 5.383e-01
## convicted_illegal_arming_in_a_public_place:aggravating_any 3.926e-01
## convicted_participation:aggravating_any 3.389e-01
## convicted_courtesy:aggravating_any 1.232e-01
## convicted_general_violation_of_traffic_act_1:aggravating_any 7.819e-01
## convicted_drinking_within_six_hours_of_traffic_investigation:aggravating_any 1.565e-01
## convicted_acquisition_possession_and_use_of_drugs:aggravating_any 1.031e-01
## convicted_section_24_of_the_medicines_act_other:aggravating_any 8.974e-02
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:aggravating_any 1.243e-01
## convicted_road_traffic_act_other_1:aggravating_any 8.935e-01
## convicted_violating_traffic_signage_act:aggravating_any 9.112e-01
## convicted_temporary_suspension_of_driving_lisence:aggravating_any 1.396e-01
## convicted_assault_and_battery:aggravating_any 7.538e-01
## convicted_reckless_behavior:aggravating_any 2.462e-01
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:aggravating_any 6.475e-01
## convicted_damage:aggravating_any 9.970e-01
## convicted_threats:aggravating_any 1.470e-02
## convicted_grievous_bodily_harm:aggravating_any 7.430e-02
## convicted_serious_drug_offense:aggravating_any 1.701e-03
## convicted_aggravated_assault:aggravating_any 5.841e-01
## convicted_intention_of_committing_an_offens:aggravating_any 9.259e-01
## convicted_theft:aggravating_any 8.771e-01
## convicted_road_traffic_act_other_5:aggravating_any 2.895e-01
## convicted_violating_basic_traffic_rules:aggravating_any 1.119e-01
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:aggravating_any 6.320e-01
## convicted_obstruction_of_a_public_official:aggravating_any 2.466e-01
## convicted_aggravated_theft:aggravating_any 8.622e-01
## convicted_fraud:aggravating_any 2.017e-01
## convicted_judgment_in_arrears:aggravating_any 4.415e-01
## convicted_abuse_in_close_relationships:aggravating_any 1.248e-01
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:aggravating_any 3.095e-01
## convicted_violation_of_police_act:aggravating_any 2.905e-01
## convicted_serious_fraud:aggravating_any 2.669e-01
## convicted_disorderly_conduct:aggravating_any 2.827e-01
## convicted_minor_theft:aggravating_any 7.644e-02
## convicted_unauthorized_entry_or_stay:aggravating_any 9.634e-01
## convicted_theft_of_motor_vehicles_etc:aggravating_any 5.252e-01
## convicted_road_traffic_act_other_4:aggravating_any 2.890e-01
## convicted_incorrect_explanation:aggravating_any 2.201e-01
## convicted_document_forgery:aggravating_any 9.937e-01
## convicted_breach_of_the_duty_of_identification:aggravating_any 6.109e-01
## convicted_violation_in_prison:aggravating_any 7.145e-02
## CI Lower
## (Intercept) 1.723303
## defendant_age 0.001160
## defendant_is_woman -0.180496
## defendant_some_foreign_background -0.094406
## defendant_log_net_income -0.020587
## case_is_not_oslo -0.018516
## defendant_is_married -0.148358
## judge_age 0.001359
## judge_is_woman -0.039213
## judge_some_foreign_background -0.380759
## judge_log_net_income -0.193583
## judge_is_married -0.108460
## convicted_stay_of_execution_.conditional_imprisonment_. -0.179753
## convicted_bodily_injury 0.910175
## convicted_drug_offense -0.151674
## convicted_illegal_arming_in_a_public_place -0.212808
## convicted_participation -0.292559
## convicted_courtesy -0.269476
## convicted_general_violation_of_traffic_act_1 -0.778012
## convicted_drinking_within_six_hours_of_traffic_investigation -0.025052
## convicted_acquisition_possession_and_use_of_drugs 0.734172
## convicted_section_24_of_the_medicines_act_other -4.548991
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 0.028284
## convicted_road_traffic_act_other_1 -1.422802
## convicted_violating_traffic_signage_act -1.390313
## convicted_temporary_suspension_of_driving_lisence 0.050893
## convicted_assault_and_battery -0.037881
## convicted_reckless_behavior -0.147045
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint 0.008124
## convicted_damage -0.286425
## convicted_threats -0.374619
## convicted_grievous_bodily_harm 0.992843
## convicted_serious_drug_offense 2.289677
## convicted_aggravated_assault 0.002382
## convicted_intention_of_committing_an_offens -0.356002
## convicted_theft -0.248808
## convicted_road_traffic_act_other_5 -0.064965
## convicted_violating_basic_traffic_rules -0.380466
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. -0.204865
## convicted_obstruction_of_a_public_official -0.328298
## convicted_aggravated_theft 0.015427
## convicted_fraud -0.511824
## convicted_judgment_in_arrears -0.359291
## convicted_abuse_in_close_relationships 1.012902
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official -0.584684
## convicted_violation_of_police_act -0.655361
## convicted_serious_fraud 0.789270
## convicted_disorderly_conduct -1.130103
## convicted_minor_theft -1.531517
## convicted_unauthorized_entry_or_stay -0.537429
## convicted_theft_of_motor_vehicles_etc -0.071053
## convicted_road_traffic_act_other_4 -1.147023
## convicted_incorrect_explanation -0.921241
## convicted_document_forgery -0.786904
## convicted_breach_of_the_duty_of_identification -0.725735
## convicted_violation_in_prison -1.565976
## mitigating_any -0.104944
## aggravating_any 0.076305
## convicted_stay_of_execution_.conditional_imprisonment_.:mitigating_any -0.343251
## convicted_bodily_injury:mitigating_any -0.419551
## convicted_drug_offense:mitigating_any -0.293235
## convicted_illegal_arming_in_a_public_place:mitigating_any -0.381936
## convicted_participation:mitigating_any 0.073395
## convicted_courtesy:mitigating_any -0.519334
## convicted_general_violation_of_traffic_act_1:mitigating_any -0.398935
## convicted_drinking_within_six_hours_of_traffic_investigation:mitigating_any -0.222359
## convicted_acquisition_possession_and_use_of_drugs:mitigating_any -2.907827
## convicted_section_24_of_the_medicines_act_other:mitigating_any 0.725757
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:mitigating_any -0.155960
## convicted_road_traffic_act_other_1:mitigating_any -1.811574
## convicted_violating_traffic_signage_act:mitigating_any -0.845339
## convicted_temporary_suspension_of_driving_lisence:mitigating_any -0.139758
## convicted_assault_and_battery:mitigating_any -0.342513
## convicted_reckless_behavior:mitigating_any -0.639534
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:mitigating_any -0.121138
## convicted_damage:mitigating_any -0.380049
## convicted_threats:mitigating_any -0.292529
## convicted_grievous_bodily_harm:mitigating_any -0.530301
## convicted_serious_drug_offense:mitigating_any -0.356975
## convicted_aggravated_assault:mitigating_any -0.427615
## convicted_intention_of_committing_an_offens:mitigating_any -0.155988
## convicted_theft:mitigating_any -0.331444
## convicted_road_traffic_act_other_5:mitigating_any -0.439600
## convicted_violating_basic_traffic_rules:mitigating_any -0.103829
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:mitigating_any -0.232760
## convicted_obstruction_of_a_public_official:mitigating_any -0.111102
## convicted_aggravated_theft:mitigating_any -0.666882
## convicted_fraud:mitigating_any -0.747756
## convicted_judgment_in_arrears:mitigating_any -0.811373
## convicted_abuse_in_close_relationships:mitigating_any -0.688615
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:mitigating_any -0.264495
## convicted_violation_of_police_act:mitigating_any -0.128599
## convicted_serious_fraud:mitigating_any -0.736667
## convicted_disorderly_conduct:mitigating_any -0.638459
## convicted_minor_theft:mitigating_any -0.692024
## convicted_unauthorized_entry_or_stay:mitigating_any -0.594053
## convicted_theft_of_motor_vehicles_etc:mitigating_any -0.387987
## convicted_road_traffic_act_other_4:mitigating_any -0.341051
## convicted_incorrect_explanation:mitigating_any -0.373676
## convicted_document_forgery:mitigating_any -0.247420
## convicted_breach_of_the_duty_of_identification:mitigating_any -0.582457
## convicted_violation_in_prison:mitigating_any -0.982161
## convicted_stay_of_execution_.conditional_imprisonment_.:aggravating_any -0.393815
## convicted_bodily_injury:aggravating_any -0.285700
## convicted_drug_offense:aggravating_any -0.206978
## convicted_illegal_arming_in_a_public_place:aggravating_any -0.996371
## convicted_participation:aggravating_any -0.517634
## convicted_courtesy:aggravating_any -0.122918
## convicted_general_violation_of_traffic_act_1:aggravating_any -0.327380
## convicted_drinking_within_six_hours_of_traffic_investigation:aggravating_any -0.314348
## convicted_acquisition_possession_and_use_of_drugs:aggravating_any -3.044713
## convicted_section_24_of_the_medicines_act_other:aggravating_any -0.430159
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:aggravating_any -0.329064
## convicted_road_traffic_act_other_1:aggravating_any -1.467381
## convicted_violating_traffic_signage_act:aggravating_any -1.288957
## convicted_temporary_suspension_of_driving_lisence:aggravating_any -0.057104
## convicted_assault_and_battery:aggravating_any -0.262370
## convicted_reckless_behavior:aggravating_any -1.200352
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:aggravating_any -0.553712
## convicted_damage:aggravating_any -0.435035
## convicted_threats:aggravating_any 0.073964
## convicted_grievous_bodily_harm:aggravating_any -0.957652
## convicted_serious_drug_offense:aggravating_any -1.350451
## convicted_aggravated_assault:aggravating_any -0.361407
## convicted_intention_of_committing_an_offens:aggravating_any -0.516295
## convicted_theft:aggravating_any -0.460178
## convicted_road_traffic_act_other_5:aggravating_any -1.136707
## convicted_violating_basic_traffic_rules:aggravating_any -0.051873
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:aggravating_any -0.164587
## convicted_obstruction_of_a_public_official:aggravating_any -0.958124
## convicted_aggravated_theft:aggravating_any -0.590925
## convicted_fraud:aggravating_any -0.168535
## convicted_judgment_in_arrears:aggravating_any -0.895789
## convicted_abuse_in_close_relationships:aggravating_any -0.151565
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:aggravating_any -0.110494
## convicted_violation_of_police_act:aggravating_any -0.871661
## convicted_serious_fraud:aggravating_any -0.784969
## convicted_disorderly_conduct:aggravating_any -0.358817
## convicted_minor_theft:aggravating_any -0.097844
## convicted_unauthorized_entry_or_stay:aggravating_any -0.643066
## convicted_theft_of_motor_vehicles_etc:aggravating_any -0.882591
## convicted_road_traffic_act_other_4:aggravating_any -0.461902
## convicted_incorrect_explanation:aggravating_any -0.850301
## convicted_document_forgery:aggravating_any -1.081375
## convicted_breach_of_the_duty_of_identification:aggravating_any -1.308020
## convicted_violation_in_prison:aggravating_any -0.058195
## CI Upper
## (Intercept) 5.700810
## defendant_age 0.005911
## defendant_is_woman -0.010833
## defendant_some_foreign_background 0.056020
## defendant_log_net_income -0.002399
## case_is_not_oslo 0.158094
## defendant_is_married 0.100106
## judge_age 0.008678
## judge_is_woman 0.098661
## judge_some_foreign_background 0.008916
## judge_log_net_income 0.129110
## judge_is_married 0.039465
## convicted_stay_of_execution_.conditional_imprisonment_. 0.115549
## convicted_bodily_injury 1.378141
## convicted_drug_offense 0.375241
## convicted_illegal_arming_in_a_public_place 1.104592
## convicted_participation 0.351911
## convicted_courtesy 0.699306
## convicted_general_violation_of_traffic_act_1 -0.285592
## convicted_drinking_within_six_hours_of_traffic_investigation 0.239639
## convicted_acquisition_possession_and_use_of_drugs 4.397918
## convicted_section_24_of_the_medicines_act_other -0.854873
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 0.359651
## convicted_road_traffic_act_other_1 1.378185
## convicted_violating_traffic_signage_act 1.295856
## convicted_temporary_suspension_of_driving_lisence 0.458562
## convicted_assault_and_battery 0.348104
## convicted_reckless_behavior 1.318401
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint 0.870552
## convicted_damage 0.561165
## convicted_threats 0.152426
## convicted_grievous_bodily_harm 2.008342
## convicted_serious_drug_offense 3.164477
## convicted_aggravated_assault 0.987592
## convicted_intention_of_committing_an_offens 0.765442
## convicted_theft 0.502384
## convicted_road_traffic_act_other_5 1.373887
## convicted_violating_basic_traffic_rules 0.102450
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. 0.056085
## convicted_obstruction_of_a_public_official 0.889036
## convicted_aggravated_theft 1.472481
## convicted_fraud 0.451680
## convicted_judgment_in_arrears 0.985244
## convicted_abuse_in_close_relationships 2.277828
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official -0.160219
## convicted_violation_of_police_act 0.542678
## convicted_serious_fraud 1.784585
## convicted_disorderly_conduct 0.328724
## convicted_minor_theft 0.162615
## convicted_unauthorized_entry_or_stay 0.625548
## convicted_theft_of_motor_vehicles_etc 1.299042
## convicted_road_traffic_act_other_4 0.558762
## convicted_incorrect_explanation 0.067501
## convicted_document_forgery 1.122203
## convicted_breach_of_the_duty_of_identification 1.516000
## convicted_violation_in_prison -0.282123
## mitigating_any 0.362406
## aggravating_any 0.555404
## convicted_stay_of_execution_.conditional_imprisonment_.:mitigating_any 0.163047
## convicted_bodily_injury:mitigating_any 0.082320
## convicted_drug_offense:mitigating_any 0.155717
## convicted_illegal_arming_in_a_public_place:mitigating_any 0.266293
## convicted_participation:mitigating_any 0.634576
## convicted_courtesy:mitigating_any 0.320932
## convicted_general_violation_of_traffic_act_1:mitigating_any 0.158880
## convicted_drinking_within_six_hours_of_traffic_investigation:mitigating_any 0.185739
## convicted_acquisition_possession_and_use_of_drugs:mitigating_any -0.730935
## convicted_section_24_of_the_medicines_act_other:mitigating_any 2.940091
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:mitigating_any 0.115228
## convicted_road_traffic_act_other_1:mitigating_any 1.092296
## convicted_violating_traffic_signage_act:mitigating_any 1.897118
## convicted_temporary_suspension_of_driving_lisence:mitigating_any 0.176408
## convicted_assault_and_battery:mitigating_any 0.044198
## convicted_reckless_behavior:mitigating_any 0.302479
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:mitigating_any 0.604585
## convicted_damage:mitigating_any 0.325632
## convicted_threats:mitigating_any 0.222668
## convicted_grievous_bodily_harm:mitigating_any 0.535785
## convicted_serious_drug_offense:mitigating_any 0.474692
## convicted_aggravated_assault:mitigating_any 0.393920
## convicted_intention_of_committing_an_offens:mitigating_any 0.753093
## convicted_theft:mitigating_any 0.359576
## convicted_road_traffic_act_other_5:mitigating_any 0.384714
## convicted_violating_basic_traffic_rules:mitigating_any 0.402828
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:mitigating_any 0.152711
## convicted_obstruction_of_a_public_official:mitigating_any 0.479120
## convicted_aggravated_theft:mitigating_any 0.460620
## convicted_fraud:mitigating_any 0.082870
## convicted_judgment_in_arrears:mitigating_any 0.212848
## convicted_abuse_in_close_relationships:mitigating_any 0.240556
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:mitigating_any 0.158756
## convicted_violation_of_police_act:mitigating_any 0.492247
## convicted_serious_fraud:mitigating_any 0.299687
## convicted_disorderly_conduct:mitigating_any 0.084277
## convicted_minor_theft:mitigating_any 0.384864
## convicted_unauthorized_entry_or_stay:mitigating_any 0.379815
## convicted_theft_of_motor_vehicles_etc:mitigating_any 0.621539
## convicted_road_traffic_act_other_4:mitigating_any 0.553991
## convicted_incorrect_explanation:mitigating_any 0.628154
## convicted_document_forgery:mitigating_any 1.346750
## convicted_breach_of_the_duty_of_identification:mitigating_any 0.095317
## convicted_violation_in_prison:mitigating_any 0.317032
## convicted_stay_of_execution_.conditional_imprisonment_.:aggravating_any 0.092644
## convicted_bodily_injury:aggravating_any 0.228966
## convicted_drug_offense:aggravating_any 0.394460
## convicted_illegal_arming_in_a_public_place:aggravating_any 0.407871
## convicted_participation:aggravating_any 0.181856
## convicted_courtesy:aggravating_any 0.951113
## convicted_general_violation_of_traffic_act_1:aggravating_any 0.246881
## convicted_drinking_within_six_hours_of_traffic_investigation:aggravating_any 0.051160
## convicted_acquisition_possession_and_use_of_drugs:aggravating_any 0.535312
## convicted_section_24_of_the_medicines_act_other:aggravating_any 3.124594
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:aggravating_any 0.040156
## convicted_road_traffic_act_other_1:aggravating_any 1.344606
## convicted_violating_traffic_signage_act:aggravating_any 1.391643
## convicted_temporary_suspension_of_driving_lisence:aggravating_any 0.400874
## convicted_assault_and_battery:aggravating_any 0.190583
## convicted_reckless_behavior:aggravating_any 0.323947
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:aggravating_any 0.349014
## convicted_damage:aggravating_any 0.436639
## convicted_threats:aggravating_any 0.657675
## convicted_grievous_bodily_harm:aggravating_any 0.048695
## convicted_serious_drug_offense:aggravating_any -0.330734
## convicted_aggravated_assault:aggravating_any 0.632103
## convicted_intention_of_committing_an_offens:aggravating_any 0.561642
## convicted_theft:aggravating_any 0.394134
## convicted_road_traffic_act_other_5:aggravating_any 0.363893
## convicted_violating_basic_traffic_rules:aggravating_any 0.480660
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:aggravating_any 0.269480
## convicted_obstruction_of_a_public_official:aggravating_any 0.276090
## convicted_aggravated_theft:aggravating_any 0.701421
## convicted_fraud:aggravating_any 0.774276
## convicted_judgment_in_arrears:aggravating_any 0.409735
## convicted_abuse_in_close_relationships:aggravating_any 1.138185
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:aggravating_any 0.346485
## convicted_violation_of_police_act:aggravating_any 0.284167
## convicted_serious_fraud:aggravating_any 0.220731
## convicted_disorderly_conduct:aggravating_any 1.155958
## convicted_minor_theft:aggravating_any 1.764706
## convicted_unauthorized_entry_or_stay:aggravating_any 0.672133
## convicted_theft_of_motor_vehicles_etc:aggravating_any 0.470615
## convicted_road_traffic_act_other_4:aggravating_any 1.302453
## convicted_incorrect_explanation:aggravating_any 0.199751
## convicted_document_forgery:aggravating_any 1.089155
## convicted_breach_of_the_duty_of_identification:aggravating_any 0.818349
## convicted_violation_in_prison:aggravating_any 1.299320
## DF
## (Intercept) 7.038
## defendant_age 288.737
## defendant_is_woman 214.420
## defendant_some_foreign_background 297.831
## defendant_log_net_income 265.502
## case_is_not_oslo 128.016
## defendant_is_married 182.154
## judge_age 78.470
## judge_is_woman 323.216
## judge_some_foreign_background 18.329
## judge_log_net_income 5.784
## judge_is_married 223.985
## convicted_stay_of_execution_.conditional_imprisonment_. 46.574
## convicted_bodily_injury 64.791
## convicted_drug_offense 85.348
## convicted_illegal_arming_in_a_public_place 18.709
## convicted_participation 40.885
## convicted_courtesy 13.508
## convicted_general_violation_of_traffic_act_1 88.861
## convicted_drinking_within_six_hours_of_traffic_investigation 75.450
## convicted_acquisition_possession_and_use_of_drugs 3.534
## convicted_section_24_of_the_medicines_act_other 3.611
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 131.853
## convicted_road_traffic_act_other_1 2.829
## convicted_violating_traffic_signage_act 3.065
## convicted_temporary_suspension_of_driving_lisence 70.381
## convicted_assault_and_battery 75.594
## convicted_reckless_behavior 18.653
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint 21.950
## convicted_damage 24.197
## convicted_threats 55.697
## convicted_grievous_bodily_harm 10.209
## convicted_serious_drug_offense 36.066
## convicted_aggravated_assault 16.512
## convicted_intention_of_committing_an_offens 8.222
## convicted_theft 30.460
## convicted_road_traffic_act_other_5 13.835
## convicted_violating_basic_traffic_rules 34.662
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. 55.431
## convicted_obstruction_of_a_public_official 8.594
## convicted_aggravated_theft 17.490
## convicted_fraud 25.188
## convicted_judgment_in_arrears 12.554
## convicted_abuse_in_close_relationships 10.330
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official 131.051
## convicted_violation_of_police_act 11.994
## convicted_serious_fraud 32.037
## convicted_disorderly_conduct 12.823
## convicted_minor_theft 13.922
## convicted_unauthorized_entry_or_stay 11.815
## convicted_theft_of_motor_vehicles_etc 12.048
## convicted_road_traffic_act_other_4 5.579
## convicted_incorrect_explanation 40.511
## convicted_document_forgery 6.923
## convicted_breach_of_the_duty_of_identification 6.287
## convicted_violation_in_prison 13.789
## mitigating_any 252.765
## aggravating_any 167.227
## convicted_stay_of_execution_.conditional_imprisonment_.:mitigating_any 71.244
## convicted_bodily_injury:mitigating_any 107.630
## convicted_drug_offense:mitigating_any 159.525
## convicted_illegal_arming_in_a_public_place:mitigating_any 107.675
## convicted_participation:mitigating_any 73.840
## convicted_courtesy:mitigating_any 47.083
## convicted_general_violation_of_traffic_act_1:mitigating_any 163.477
## convicted_drinking_within_six_hours_of_traffic_investigation:mitigating_any 154.554
## convicted_acquisition_possession_and_use_of_drugs:mitigating_any 6.633
## convicted_section_24_of_the_medicines_act_other:mitigating_any 7.019
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:mitigating_any 266.642
## convicted_road_traffic_act_other_1:mitigating_any 2.551
## convicted_violating_traffic_signage_act:mitigating_any 2.989
## convicted_temporary_suspension_of_driving_lisence:mitigating_any 252.462
## convicted_assault_and_battery:mitigating_any 220.874
## convicted_reckless_behavior:mitigating_any 67.281
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:mitigating_any 96.665
## convicted_damage:mitigating_any 81.074
## convicted_threats:mitigating_any 145.376
## convicted_grievous_bodily_harm:mitigating_any 24.738
## convicted_serious_drug_offense:mitigating_any 71.269
## convicted_aggravated_assault:mitigating_any 44.401
## convicted_intention_of_committing_an_offens:mitigating_any 25.873
## convicted_theft:mitigating_any 94.513
## convicted_road_traffic_act_other_5:mitigating_any 83.931
## convicted_violating_basic_traffic_rules:mitigating_any 130.333
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:mitigating_any 106.515
## convicted_obstruction_of_a_public_official:mitigating_any 99.010
## convicted_aggravated_theft:mitigating_any 58.185
## convicted_fraud:mitigating_any 67.296
## convicted_judgment_in_arrears:mitigating_any 32.012
## convicted_abuse_in_close_relationships:mitigating_any 39.574
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:mitigating_any 220.829
## convicted_violation_of_police_act:mitigating_any 100.321
## convicted_serious_fraud:mitigating_any 57.452
## convicted_disorderly_conduct:mitigating_any 88.364
## convicted_minor_theft:mitigating_any 92.424
## convicted_unauthorized_entry_or_stay:mitigating_any 47.916
## convicted_theft_of_motor_vehicles_etc:mitigating_any 44.937
## convicted_road_traffic_act_other_4:mitigating_any 38.103
## convicted_incorrect_explanation:mitigating_any 69.319
## convicted_document_forgery:mitigating_any 29.506
## convicted_breach_of_the_duty_of_identification:mitigating_any 57.171
## convicted_violation_in_prison:mitigating_any 33.090
## convicted_stay_of_execution_.conditional_imprisonment_.:aggravating_any 62.055
## convicted_bodily_injury:aggravating_any 95.515
## convicted_drug_offense:aggravating_any 120.957
## convicted_illegal_arming_in_a_public_place:aggravating_any 20.170
## convicted_participation:aggravating_any 45.539
## convicted_courtesy:aggravating_any 19.440
## convicted_general_violation_of_traffic_act_1:aggravating_any 123.335
## convicted_drinking_within_six_hours_of_traffic_investigation:aggravating_any 116.611
## convicted_acquisition_possession_and_use_of_drugs:aggravating_any 2.440
## convicted_section_24_of_the_medicines_act_other:aggravating_any 2.538
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:aggravating_any 167.612
## convicted_road_traffic_act_other_1:aggravating_any 2.742
## convicted_violating_traffic_signage_act:aggravating_any 3.034
## convicted_temporary_suspension_of_driving_lisence:aggravating_any 103.332
## convicted_assault_and_battery:aggravating_any 98.776
## convicted_reckless_behavior:aggravating_any 22.550
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:aggravating_any 32.730
## convicted_damage:aggravating_any 32.666
## convicted_threats:aggravating_any 77.117
## convicted_grievous_bodily_harm:aggravating_any 21.104
## convicted_serious_drug_offense:aggravating_any 52.695
## convicted_aggravated_assault:aggravating_any 36.497
## convicted_intention_of_committing_an_offens:aggravating_any 8.674
## convicted_theft:aggravating_any 46.634
## convicted_road_traffic_act_other_5:aggravating_any 14.912
## convicted_violating_basic_traffic_rules:aggravating_any 45.403
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:aggravating_any 82.284
## convicted_obstruction_of_a_public_official:aggravating_any 10.064
## convicted_aggravated_theft:aggravating_any 28.113
## convicted_fraud:aggravating_any 40.910
## convicted_judgment_in_arrears:aggravating_any 15.986
## convicted_abuse_in_close_relationships:aggravating_any 16.663
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:aggravating_any 173.959
## convicted_violation_of_police_act:aggravating_any 12.299
## convicted_serious_fraud:aggravating_any 68.858
## convicted_disorderly_conduct:aggravating_any 17.267
## convicted_minor_theft:aggravating_any 18.499
## convicted_unauthorized_entry_or_stay:aggravating_any 17.625
## convicted_theft_of_motor_vehicles_etc:aggravating_any 14.414
## convicted_road_traffic_act_other_4:aggravating_any 6.098
## convicted_incorrect_explanation:aggravating_any 60.391
## convicted_document_forgery:aggravating_any 9.195
## convicted_breach_of_the_duty_of_identification:aggravating_any 8.192
## convicted_violation_in_prison:aggravating_any 25.909
##
## Multiple R-squared: 0.5273 , Adjusted R-squared: 0.5033
## F-statistic: NA on 145 and 561 DF, p-value: NA
There remain a lot of positive coefficients on mitigating circumstances interacted with individual crimes and negative coefficients on aggravating circumstances. All of our coefficients of interest remain robust, but this is nonetheless somewhat concerning. My best guess continues to be that mitigating circumstances and crime severity are somewhat correlated (and the reverse for aggravating circumstances) which counteracts the expected effect of these variables. Also note that the coefficient on mitigating circumstances is indistinguishable from zero.
I ran this without robust standard errors, since the metric of interest is the F test of the join hypothesis that the coefficients on age and age^2 are both zero. The F-test should remain unaffected by whether I use robust SEs or not, but the model object from lm_robust doesn’t directly include residuals and the indexing is messed up.
#formula with age squared
ivs <- paste(c(defendant_chars_regression, 'I(defendant_age^2)', judge_chars_regression, 'I(judge_age^2)', sections_regression, circs_regression), collapse = ' + ')
#ivs for restricted model to run joint significance test
ivs_R <- paste(c(defendant_chars_regression, 'I(defendant_age^2)', judge_chars_regression[judge_chars_regression != 'judge_age'], sections_regression, circs_regression), collapse = ' + ')
#FULL DATASET
fit_full_dataset <- lm(formula = as.formula(paste0('punishment_prison_days ~ ', ivs)), data = df_short)
#display coefficients for key variables
fit_full_dataset %>%
tidy(conf.int = T) %>%
as.data.frame() %>%
filter(term %in% c(defendant_chars_regression, 'I(defendant_age^2)', judge_chars_regression, 'I(judge_age^2)')) %>%
print()
## term estimate std.error statistic
## 1 defendant_age 4.58008138 1.61693011 2.8325784
## 2 defendant_is_woman -25.97983031 10.01949428 -2.5929283
## 3 defendant_some_foreign_background -2.13786444 8.10788729 -0.2636771
## 4 defendant_log_net_income -3.18456877 0.81851119 -3.8906845
## 5 case_is_not_oslo 6.09085423 9.67567714 0.6295016
## 6 defendant_is_married 12.26754424 12.79015046 0.9591399
## 7 I(defendant_age^2) -0.04359454 0.01921412 -2.2688805
## 8 judge_age 3.51415061 2.15498599 1.6307069
## 9 judge_is_woman -1.83030751 6.87450931 -0.2662455
## 10 judge_some_foreign_background -19.04934911 17.75316177 -1.0730116
## 11 judge_log_net_income -15.87689969 6.22290561 -2.5513644
## 12 judge_is_married 4.32437180 7.43351446 0.5817399
## 13 I(judge_age^2) -0.02370592 0.02213207 -1.0711118
## p.value conf.low conf.high
## 1 0.0046422786 1.40992458 7.750238170
## 2 0.0095535490 -45.62407323 -6.335587401
## 3 0.7920433326 -18.03420641 13.758477523
## 4 0.0001017117 -4.78934365 -1.579793894
## 5 0.5290594006 -12.87930004 25.061008502
## 6 0.3375506144 -12.80885338 37.343941862
## 7 0.0233326662 -0.08126579 -0.005923295
## 8 0.1030368712 -0.71091975 7.739220973
## 9 0.7900648686 -15.30848585 11.647870833
## 10 0.2833355341 -53.85623782 15.757539611
## 11 0.0107699050 -28.07754235 -3.676257024
## 12 0.5607771745 -10.24979330 18.898536899
## 13 0.2841886956 -0.06709810 0.019686262
plot_model(fit_full_dataset, type = 'pred', terms = 'defendant_age [all]')+
labs(x = 'Defendant Age',
y = 'Predicted Prison Days',
title = 'Impact of defendant age on prison time',
subtitle = 'Full Dataset; untransformed DV')
plot_model(fit_full_dataset, type = 'pred', terms = 'judge_age [all]')+
labs(x = 'Judge Age',
y = 'Predicted Prison Days',
title = 'Impact of judge age on prison time',
subtitle = 'Full Dataset; untransformed DV')
#run F-test
fit_full_dataset_R <- lm(formula = as.formula(paste0('punishment_prison_days ~ ', ivs_R)), data = df_short)
SSR.UR <- sum(resid(fit_full_dataset)^2, na.rm = T)
SSR.R <- sum(resid(fit_full_dataset_R)^2, na.rm = T)
DFdenom <- df.residual(fit_full_dataset)
DFnum <- 2
F.stat <- ((SSR.R - SSR.UR)/DFnum) / (SSR.UR/DFdenom)
F.stat
## [1] 8.25915
qf(0.99, DFnum, DFdenom)
## [1] 4.610879
#PRISON ONLY
fit_restricted_dataset <- lm(formula = as.formula(paste0('punishment_prison_days ~ ', ivs)), data = df_short_prison_only)
#display coefficients for key variables
fit_restricted_dataset %>%
tidy(conf.int = T) %>%
as.data.frame() %>%
filter(term %in% c(defendant_chars_regression, 'I(defendant_age^2)', judge_chars_regression, 'I(judge_age^2)')) %>%
print()
## term estimate std.error statistic
## 1 defendant_age 5.16767800 1.95544318 2.6427145
## 2 defendant_is_woman -24.60209159 12.03285801 -2.0445759
## 3 defendant_some_foreign_background -1.44989858 9.66111853 -0.1500756
## 4 defendant_log_net_income -3.73773798 0.97213875 -3.8448606
## 5 case_is_not_oslo 2.54503089 11.57472686 0.2198783
## 6 defendant_is_married 11.04131120 15.11981565 0.7302544
## 7 I(defendant_age^2) -0.05022770 0.02308912 -2.1753841
## 8 judge_age 4.35510841 2.55120414 1.7070796
## 9 judge_is_woman -1.55471680 8.13036021 -0.1912236
## 10 judge_some_foreign_background -27.32071593 20.63396772 -1.3240651
## 11 judge_log_net_income -22.86181178 7.63793159 -2.9931941
## 12 judge_is_married 3.66903426 8.71468725 0.4210173
## 13 I(judge_age^2) -0.02778192 0.02623780 -1.0588510
## p.value conf.low conf.high
## 1 0.008268271 1.33349376 9.001862244
## 2 0.040985999 -48.19581960 -1.008363575
## 3 0.880715280 -20.39317894 17.493381790
## 4 0.000123190 -5.64388340 -1.831592562
## 5 0.825981300 -20.15040498 25.240466771
## 6 0.465293186 -18.60524639 40.687868786
## 7 0.029681147 -0.09550026 -0.004955133
## 8 0.087913363 -0.64722906 9.357445889
## 9 0.848363677 -17.49652441 14.387090817
## 10 0.185584857 -67.77928544 13.137853584
## 11 0.002783833 -37.83807764 -7.885545929
## 12 0.673773358 -13.41850725 20.756575770
## 13 0.289755045 -0.07922835 0.023664505
plot_model(fit_restricted_dataset, type = 'pred', terms = 'defendant_age [all]')+
labs(x = 'Defendant Age',
y = 'Predicted Prison Days',
title = 'Impact of defendant age on prison time',
subtitle = 'Restricted Dataset; untransformed DV')
plot_model(fit_restricted_dataset, type = "pred", terms = "judge_age [all]") +
geom_rug(data = fit_restricted_dataset$model, aes(x = judge_age, y = 0),
sides = "b", inherit.aes = FALSE,
alpha = 0.2, position = position_jitter(width = 0.2, height = 0)) +
labs(
x = "Judge Age",
y = "Predicted Prison Days",
title = "Impact of Judge Age on Prison Time",
subtitle = "Restricted Dataset; Untransformed DV"
)
ggsave(paste0(output_fp, 'judge_age_prison_only.svg'), plot = last_plot(), width = 8, height = 6)
#run F-test
fit_restricted_dataset_R <- lm(formula = as.formula(paste0('punishment_prison_days ~ ', ivs_R)), data = df_short_prison_only)
SSR.UR <- sum(resid(fit_restricted_dataset)^2, na.rm = T)
SSR.R <- sum(resid(fit_restricted_dataset_R)^2, na.rm = T)
DFdenom <- df.residual(fit_restricted_dataset)
DFnum <- 2
F.stat <- ((SSR.R - SSR.UR)/DFnum) / (SSR.UR/DFdenom)
F.stat
## [1] 10.80944
qf(0.99, DFnum, DFdenom)
## [1] 4.612426
#PRISON ONLY LOGGED DV
fit_restricted_dataset_logged_dv <- lm(formula = as.formula(paste0('punishment_prison_days_log ~ ', ivs)), data = df_short_prison_only)
fit_restricted_dataset_logged_dv %>%
tidy(conf.int = T) %>%
as.data.frame() %>%
filter(term %in% c(defendant_chars_regression, 'I(defendant_age^2)', judge_chars_regression, 'I(judge_age^2)')) %>%
print()
## term estimate std.error statistic
## 1 defendant_age 0.0206570367 6.893453e-03 2.9966169
## 2 defendant_is_woman -0.0949536927 4.241900e-02 -2.2384710
## 3 defendant_some_foreign_background -0.0201304803 3.405799e-02 -0.5910649
## 4 defendant_log_net_income -0.0115228079 3.427045e-03 -3.3623156
## 5 case_is_not_oslo 0.0728665045 4.080396e-02 1.7857703
## 6 defendant_is_married -0.0245656190 5.330133e-02 -0.4608819
## 7 I(defendant_age^2) -0.0002076349 8.139522e-05 -2.5509469
## 8 judge_age 0.0169405292 8.993667e-03 1.8836065
## 9 judge_is_woman 0.0085858535 2.866166e-02 0.2995588
## 10 judge_some_foreign_background -0.1762009314 7.274017e-02 -2.4223331
## 11 judge_log_net_income -0.0368833788 2.692572e-02 -1.3698195
## 12 judge_is_married -0.0380304050 3.072157e-02 -1.2379057
## 13 I(judge_age^2) -0.0001158810 9.249516e-05 -1.2528334
## p.value conf.low conf.high
## 1 0.0027528649 0.0071405268 3.417355e-02
## 2 0.0252652738 -0.1781278018 -1.177958e-02
## 3 0.5545226212 -0.0869105358 4.664958e-02
## 4 0.0007828516 -0.0182424728 -4.803143e-03
## 5 0.0742399887 -0.0071408880 1.528739e-01
## 6 0.6449176108 -0.1290775474 7.994631e-02
## 7 0.0107935531 -0.0003672326 -4.803716e-05
## 8 0.0597173123 -0.0006940287 3.457509e-02
## 9 0.7645349824 -0.0476132196 6.478493e-02
## 10 0.0154815741 -0.3188280512 -3.357381e-02
## 11 0.1708483577 -0.0896786627 1.591191e-02
## 12 0.2158503542 -0.0982684920 2.220768e-02
## 13 0.2103664490 -0.0002972432 6.548118e-05
plot_model(fit_restricted_dataset_logged_dv, type = 'pred', terms = 'defendant_age [all]')+
labs(x = 'Defendant Age',
y = 'Predicted Prison Days',
title = 'Impact of defendant age on prison time',
subtitle = 'Restricted Dataset; Logged DV')
plot_model(fit_restricted_dataset_logged_dv, type = 'pred', terms = 'judge_age [all]')+
labs(x = 'Judge Age',
y = 'Predicted Prison Days',
title = 'Impact of judge age on prison time',
subtitle = 'Restricted Dataset; logged DV')
#run F-test
fit_restricted_dataset_logged_dv_R <- lm(formula = as.formula(paste0('punishment_prison_days_log ~ ', ivs_R)), data = df_short_prison_only)
SSR.UR <- sum(resid(fit_restricted_dataset_logged_dv)^2, na.rm = T)
SSR.R <- sum(resid(fit_restricted_dataset_logged_dv_R)^2, na.rm = T)
DFdenom <- df.residual(fit_restricted_dataset_logged_dv)
DFnum <- 2
F.stat <- ((SSR.R - SSR.UR)/DFnum) / (SSR.UR/DFdenom)
F.stat
## [1] 10.56103
qf(0.99, DFnum, DFdenom)
## [1] 4.612426
None of the other coefficients are affected in terms of significance Defendant age clearly has a quadratic effect that is highly significant. Judge age essentially has a linear effect until around age 70 BUT if quadratic term is included, both terms lack significance. However, the joint hypothesis that both terms are zero can be rejected using the F-test (ie judge age has a significant effect).
#plot residuals against judge age
age_residual_restricted_df <- data.frame(judge_age = fit_restricted_dataset$model$judge_age,
resid = fit_restricted_dataset$residuals)
ggplot(data = age_residual_restricted_df, aes(x = judge_age, y = resid))+
geom_point()
It does appear that our model is especially likely to underpredict the
true punishment handed out by judges in their middle ages. So these are
cases where our model thinks that the true punishment should be much
shorter than the verdict that was handed down. Let’s see what happens to
our coefficients if we introduce binary age bracket variables.
#age cutoffs to test
age_cutoff_vec <- c(35, 40, 45, 50, 55)
fr <- paste0('punishment_prison_days ~ ', paste(c(defendant_chars_regression, judge_chars_regression, 'judge_age_cutoff', 'judge_age*judge_age_cutoff',
sections_regression, circs_regression), collapse = ' + '))
#Run 'RDD' type models which allow for discontinuity at cutoff
for(age_cutoff in age_cutoff_vec){
print(paste0('Age cutoff: ', age_cutoff))
df_short_prison_only <- df_short_prison_only %>%
mutate(judge_age_cutoff = ifelse(judge_age > age_cutoff, 1, 0))
fit_df <- lm_robust(as.formula(fr), data = df_short_prison_only, clusters = judge__id) %>%
tidy(conf.int = T) %>%
filter(grepl('judge', term))
print(fit_df)
}
## [1] "Age cutoff: 35"
## term estimate std.error statistic p.value
## 1 judge_age -0.6595696 1.651146 -0.39946172 0.6910785
## 2 judge_is_woman -0.5892070 9.472848 -0.06219956 0.9504426
## 3 judge_some_foreign_background -25.1987715 16.604646 -1.51757358 0.1468102
## 4 judge_log_net_income -22.1808625 19.338611 -1.14697292 0.3018832
## 5 judge_is_married 2.4620917 10.524995 0.23392806 0.8152946
## 6 judge_age_cutoff -35.0223758 75.371324 -0.46466446 0.6436524
## 7 judge_age:judge_age_cutoff 1.8161676 1.944928 0.93379691 0.3541891
## conf.low conf.high df outcome
## 1 -3.967500 2.648361 55.780229 punishment_prison_days
## 2 -19.225939 18.047525 320.890133 punishment_prison_days
## 3 -60.130664 9.733121 17.669525 punishment_prison_days
## 4 -71.463792 27.102067 5.148631 punishment_prison_days
## 5 -18.299767 23.223950 188.569865 punishment_prison_days
## 6 -185.416599 115.371848 68.173042 punishment_prison_days
## 7 -2.075074 5.707409 59.401569 punishment_prison_days
## [1] "Age cutoff: 40"
## term estimate std.error statistic p.value
## 1 judge_age 1.3781972 1.922399 0.71691544 0.4757809
## 2 judge_is_woman -0.3126760 9.688764 -0.03227202 0.9742751
## 3 judge_some_foreign_background -26.7625108 16.869112 -1.58648010 0.1306070
## 4 judge_log_net_income -23.1820836 19.653377 -1.17954707 0.2883186
## 5 judge_is_married 3.7599784 10.464404 0.35931128 0.7197541
## 6 judge_age_cutoff 48.8581071 97.140439 0.50296362 0.6158861
## 7 judge_age:judge_age_cutoff -0.6114472 2.332109 -0.26218633 0.7937775
## conf.low conf.high df outcome
## 1 -2.455034 5.211429 70.917051 punishment_prison_days
## 2 -19.373734 18.748382 322.968192 punishment_prison_days
## 3 -62.286775 8.761754 17.427909 punishment_prison_days
## 4 -72.829789 26.465621 5.309447 punishment_prison_days
## 5 -16.878999 24.398956 193.442811 punishment_prison_days
## 6 -143.418681 241.134895 123.436506 punishment_prison_days
## 7 -5.244650 4.021756 89.912893 punishment_prison_days
## [1] "Age cutoff: 45"
## term estimate std.error statistic p.value
## 1 judge_age 3.961925 2.091941 1.8938992 0.06137391
## 2 judge_is_woman -1.019413 9.406067 -0.1083782 0.91376348
## 3 judge_some_foreign_background -26.816953 17.508933 -1.5316155 0.14353762
## 4 judge_log_net_income -21.736011 19.999801 -1.0868114 0.32627314
## 5 judge_is_married 2.093950 10.242548 0.2044365 0.83822437
## 6 judge_age_cutoff 91.923003 108.244727 0.8492146 0.39739782
## 7 judge_age:judge_age_cutoff -2.576352 2.578876 -0.9990214 0.31963289
## conf.low conf.high df outcome
## 1 -0.1927365 8.116587 92.189166 punishment_prison_days
## 2 -19.5248027 17.485978 320.699624 punishment_prison_days
## 3 -63.6839448 10.050039 17.457625 punishment_prison_days
## 4 -73.0018227 29.529800 5.047544 punishment_prison_days
## 5 -18.1056781 22.293578 196.191616 punishment_prison_days
## 6 -122.3228692 306.168876 124.044815 punishment_prison_days
## 7 -7.6781600 2.525455 130.518781 punishment_prison_days
## [1] "Age cutoff: 50"
## term estimate std.error statistic p.value
## 1 judge_age 2.4852021 1.209376 2.0549459 0.04245369
## 2 judge_is_woman -0.9625788 9.448389 -0.1018776 0.91891764
## 3 judge_some_foreign_background -26.6565931 16.783854 -1.5882284 0.13017487
## 4 judge_log_net_income -21.7902488 20.534745 -1.0611405 0.33743563
## 5 judge_is_married 3.6716954 10.551116 0.3479912 0.72821302
## 6 judge_age_cutoff 47.1067700 120.550715 0.3907631 0.69710542
## 7 judge_age:judge_age_cutoff -1.1441717 2.301978 -0.4970385 0.62039118
## conf.low conf.high df outcome
## 1 0.08625838 4.884146 101.463492 punishment_prison_days
## 2 -19.55135231 17.626195 320.155149 punishment_prison_days
## 3 -61.99602476 8.682839 17.463141 punishment_prison_days
## 4 -74.66874639 31.088249 4.971156 punishment_prison_days
## 5 -17.13409220 24.477483 199.869670 punishment_prison_days
## 6 -193.13256253 287.346103 73.324203 punishment_prison_days
## 7 -5.71834025 3.429997 88.736637 punishment_prison_days
## [1] "Age cutoff: 55"
## term estimate std.error statistic p.value
## 1 judge_age 1.9653564 0.9039524 2.17418122 0.03242179
## 2 judge_is_woman -0.7886827 9.5049628 -0.08297589 0.93392271
## 3 judge_some_foreign_background -26.3750857 16.9885685 -1.55251960 0.13844706
## 4 judge_log_net_income -21.8880314 20.6233463 -1.06132298 0.33762491
## 5 judge_is_married 4.7399506 11.3039265 0.41931895 0.67542232
## 6 judge_age_cutoff 75.2519407 162.5173803 0.46303934 0.64861477
## 7 judge_age:judge_age_cutoff -1.3264813 2.7876280 -0.47584588 0.63929185
## conf.low conf.high df outcome
## 1 0.1685137 3.762199 86.523941 punishment_prison_days
## 2 -19.4889574 17.911592 319.264620 punishment_prison_days
## 3 -62.1418020 9.391631 17.487941 punishment_prison_days
## 4 -75.0872826 31.311220 4.942741 punishment_prison_days
## 5 -17.5469735 27.026875 204.902400 punishment_prison_days
## 6 -264.9844304 415.488312 18.931284 punishment_prison_days
## 7 -7.1378170 4.484854 20.192649 punishment_prison_days
There is a jump, but it’s not significant and the linear effect of age is more or less maintained.
Let’s see what this looks like for a dataset restricted to defendants with foreign background:
#restrict dataset to foreign background
df_short_defendant_foreign <- df_short %>%
filter(defendant_some_foreign_background == 1)
df_short_prison_only_defendant_foreign <- df_short_prison_only %>%
filter(defendant_some_foreign_background == 1)
#formula with age squared
ivs <- paste(c(defendant_chars_regression[defendant_chars_regression != 'defendant_some_foreign_background'], 'I(defendant_age^2)', judge_chars_regression, 'I(judge_age^2)', sections_regression, circs_regression), collapse = ' + ')
ivs_R <- paste(c(defendant_chars_regression[defendant_chars_regression != 'defendant_some_foreign_background'], 'I(defendant_age^2)', judge_chars_regression[judge_chars_regression != 'judge_age'], sections_regression, circs_regression), collapse = ' + ')
#FULL DATASET
fit_full_dataset <- lm(formula = as.formula(paste0('punishment_prison_days ~ ', ivs)), data = df_short_defendant_foreign)
#display coefficients for key variables
fit_full_dataset %>%
tidy(conf.int = T) %>%
as.data.frame() %>%
filter(term %in% c(judge_chars_regression, 'I(judge_age^2)')) %>%
print()
## term estimate std.error statistic p.value
## 1 judge_age 3.73766549 3.93809790 0.9491043 0.342787234
## 2 judge_is_woman 6.97885603 14.30059671 0.4880115 0.625644149
## 3 judge_some_foreign_background 15.65757162 35.71211352 0.4384387 0.661159026
## 4 judge_log_net_income -39.34221121 9.97964746 -3.9422446 0.000086101
## 5 judge_is_married 8.59377021 15.06208650 0.5705564 0.568423140
## 6 I(judge_age^2) -0.01646279 0.03956257 -0.4161204 0.677407458
## conf.low conf.high
## 1 -3.98982326 11.46515425
## 2 -21.08233066 35.04004271
## 3 -54.41812554 85.73326878
## 4 -58.92466333 -19.75975908
## 5 -20.96164134 38.14918176
## 6 -0.09409399 0.06116842
plot_model(fit_full_dataset, type = 'pred', terms = 'judge_age [all]')+
labs(x = 'Judge Age',
y = 'Predicted Prison Days',
title = 'Impact of judge age on prison time',
subtitle = 'Defendants with foreign background only; untransformed DV')
#run F-test
fit_full_dataset_R <- lm(formula = as.formula(paste0('punishment_prison_days ~ ', ivs_R)), data = df_short_defendant_foreign)
SSR.UR <- sum(resid(fit_full_dataset)^2, na.rm = T)
SSR.R <- sum(resid(fit_full_dataset_R)^2, na.rm = T)
DFdenom <- df.residual(fit_full_dataset)
DFnum <- 2
F.stat <- ((SSR.R - SSR.UR)/DFnum) / (SSR.UR/DFdenom)
F.stat
## [1] 5.920824
qf(0.99, DFnum, DFdenom)
## [1] 4.625544
#PRISON ONLY
fit_restricted_dataset <- lm(formula = as.formula(paste0('punishment_prison_days ~ ', ivs)), data = df_short_prison_only_defendant_foreign)
#display coefficients for key variables
fit_restricted_dataset %>%
tidy(conf.int = T) %>%
as.data.frame() %>%
filter(term %in% c(judge_chars_regression, 'I(judge_age^2)')) %>%
print()
## term estimate std.error statistic
## 1 judge_age 8.68663694 4.63229544 1.87523379
## 2 judge_is_woman 12.88634612 17.43914548 0.73893220
## 3 judge_some_foreign_background -5.84184207 40.73503602 -0.14341075
## 4 judge_log_net_income -68.82051263 13.60972243 -5.05671684
## 5 judge_is_married 0.05313095 18.22792843 0.00291481
## 6 I(judge_age^2) -0.05903649 0.04593917 -1.28510158
## p.value conf.low conf.high
## 1 6.113017e-02 -0.4064619 17.77973577
## 2 4.601682e-01 -21.3463308 47.11902304
## 3 8.860025e-01 -85.8038636 74.12017950
## 4 5.308501e-07 -95.5361124 -42.10491287
## 5 9.976751e-01 -35.7279103 35.83417224
## 6 1.991344e-01 -0.1492141 0.03114112
plot_model(fit_restricted_dataset, type = 'pred', terms = 'judge_age [all]')+
labs(x = 'Judge Age',
y = 'Predicted Prison Days',
title = 'Impact of judge age on prison time',
subtitle = 'Restricted Dataset; Defendants with foreign background only; untransformed DV')
#run F-test
fit_restricted_dataset_R <- lm(formula = as.formula(paste0('punishment_prison_days ~ ', ivs_R)), data = df_short_prison_only_defendant_foreign)
SSR.UR <- sum(resid(fit_restricted_dataset)^2, na.rm = T)
SSR.R <- sum(resid(fit_restricted_dataset_R)^2, na.rm = T)
DFdenom <- df.residual(fit_restricted_dataset)
DFnum <- 2
F.stat <- ((SSR.R - SSR.UR)/DFnum) / (SSR.UR/DFdenom)
F.stat
## [1] 8.018112
qf(0.99, DFnum, DFdenom)
## [1] 4.632189
#PRISON ONLY, LOGGED DV
fit_restricted_dataset_logged_dv <- lm(formula = as.formula(paste0('punishment_prison_days_log ~ ', ivs)), data = df_short_prison_only_defendant_foreign)
fit_restricted_dataset_logged_dv %>%
tidy(conf.int = T) %>%
as.data.frame() %>%
filter(term %in% c(judge_chars_regression, 'I(judge_age^2)')) %>%
print()
## term estimate std.error statistic p.value
## 1 judge_age 0.0271694461 0.014612361 1.8593468 0.06335053
## 2 judge_is_woman 0.0864646477 0.055010974 1.5717709 0.11640511
## 3 judge_some_foreign_background -0.1153001794 0.128496778 -0.8973002 0.36983283
## 4 judge_log_net_income -0.1067389411 0.042931237 -2.4862769 0.01311486
## 5 judge_is_married -0.1218270751 0.057499153 -2.1187630 0.03442280
## 6 I(judge_age^2) -0.0001901329 0.000144913 -1.3120490 0.18988567
## conf.low conf.high
## 1 -0.001514312 0.0558532036
## 2 -0.021520740 0.1944500357
## 3 -0.367536659 0.1369363006
## 4 -0.191012059 -0.0224658236
## 5 -0.234696707 -0.0089574437
## 6 -0.000474594 0.0000943282
plot_model(fit_restricted_dataset_logged_dv, type = 'pred', terms = 'judge_age [all]')+
labs(x = 'Judge Age',
y = 'Predicted Prison Days',
title = 'Impact of judge age on prison time',
subtitle = 'Restricted Dataset;Defendants with foreign background only; logged DV')
#run F-test
fit_restricted_dataset_logged_dv_R <- lm(formula = as.formula(paste0('punishment_prison_days_log ~ ', ivs_R)), data = df_short_prison_only_defendant_foreign)
SSR.UR <- sum(resid(fit_restricted_dataset_logged_dv)^2, na.rm = T)
SSR.R <- sum(resid(fit_restricted_dataset_logged_dv_R)^2, na.rm = T)
DFdenom <- df.residual(fit_restricted_dataset_logged_dv)
DFnum <- 2
F.stat <- ((SSR.R - SSR.UR)/DFnum) / (SSR.UR/DFdenom)
F.stat
## [1] 7.080978
qf(0.99, DFnum, DFdenom)
## [1] 4.632189
F-stats are significant for all specifications.
#Include 'case_district_court' as an additional IV to test that results are robust to geographical controls
fr_district <- paste0('punishment_prison_days ~ ', paste(c(defendant_chars_regression, judge_chars_regression, sections_regression, circs_regression, 'case_district_court'), collapse = ' + '))
fit_full_district <- lm_robust(as.formula(fr_district), clusters = judge__id, data = df_short)
summary(fit_full_district)
##
## Call:
## lm_robust(formula = as.formula(fr_district), data = df_short,
## clusters = judge__id)
##
## Standard error type: CR2
##
## Coefficients: (1 not defined because the design matrix is rank deficient)
## Estimate
## (Intercept) 188.3141
## defendant_age 0.9844
## defendant_is_woman -25.0797
## defendant_some_foreign_background -0.2149
## defendant_log_net_income -3.1553
## case_is_not_oslo -13.8101
## defendant_is_married 13.6352
## judge_age 1.2588
## judge_is_woman -1.7047
## judge_some_foreign_background -11.0513
## judge_log_net_income -13.8326
## judge_is_married 8.7256
## convicted_stay_of_execution_.conditional_imprisonment_. -2.2839
## convicted_bodily_injury 43.5252
## convicted_drug_offense -24.0521
## convicted_illegal_arming_in_a_public_place 29.6384
## convicted_participation 31.7293
## convicted_courtesy 12.1835
## convicted_general_violation_of_traffic_act_1 -57.8113
## convicted_drinking_within_six_hours_of_traffic_investigation 0.9443
## convicted_acquisition_possession_and_use_of_drugs 117.3874
## convicted_section_24_of_the_medicines_act_other -116.8114
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 10.1418
## convicted_road_traffic_act_other_1 32.4826
## convicted_violating_traffic_signage_act -41.9554
## convicted_temporary_suspension_of_driving_lisence 16.4386
## convicted_assault_and_battery -36.2536
## convicted_reckless_behavior -9.6094
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint 19.5116
## convicted_damage -6.3326
## convicted_threats -10.8587
## convicted_grievous_bodily_harm 257.0782
## convicted_serious_drug_offense 508.1542
## convicted_aggravated_assault 14.4842
## convicted_intention_of_committing_an_offens 49.7933
## convicted_theft -21.5350
## convicted_road_traffic_act_other_5 36.6304
## convicted_violating_basic_traffic_rules -2.6265
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. -4.2696
## convicted_obstruction_of_a_public_official -10.4296
## convicted_aggravated_theft 57.7496
## convicted_fraud -25.2470
## convicted_judgment_in_arrears 28.6730
## convicted_abuse_in_close_relationships 279.1297
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official -45.3435
## convicted_violation_of_police_act -20.8742
## convicted_serious_fraud 57.2610
## convicted_disorderly_conduct -26.5003
## convicted_minor_theft -1.4638
## convicted_unauthorized_entry_or_stay -15.4351
## convicted_theft_of_motor_vehicles_etc 53.7934
## convicted_road_traffic_act_other_4 10.2356
## convicted_incorrect_explanation -58.2079
## convicted_document_forgery 50.0748
## convicted_breach_of_the_duty_of_identification -3.1901
## convicted_violation_in_prison -70.8872
## group1_mitigating_confession 26.8495
## group1_aggravating_other 17.7611
## group1_aggravating_repeated_offense 25.6362
## group1_aggravating_driving -17.4846
## group1_mitigating_processing_time -7.7519
## group1_aggravating_life_health 37.2589
## group1_mitigating_other 49.3759
## group1_aggravating_victim 28.9363
## group1_aggravating_threats 36.7905
## group1_aggravating_place -23.1473
## group1_aggravating_severe 64.7175
## group1_aggravating_preventative -28.6836
## group1_aggravating_violation 62.1142
## group1_aggravating_cumulative_offense 27.7590
## group1_aggravating_children -9.1755
## group1_aggravating_drugs -17.0588
## group1_mitigating_burden -35.6516
## group1_mitigating_cause -3.6398
## group1_aggravating_object -30.9601
## group1_mitigating_potential_rehabilitation -6.4702
## group1_mitigating_minor -40.0504
## case_district_courtAgder tingrett -1.4744
## case_district_courtBuskerud tingrett 41.0520
## case_district_courtFollo og Nordre Østfold tingrett 4.3386
## case_district_courtHaugaland og Sunnhordland tingrett -12.0221
## case_district_courtHelgeland tingrett -1.9513
## case_district_courtHordaland tingrett 26.4133
## case_district_courtIndre og Østre Finnmark tingrett 8.9425
## case_district_courtMidtre Hålogaland tingrett 44.1798
## case_district_courtMøre og Romsdal tingrett 39.0885
## case_district_courtNord-Troms og Senja tingrett 41.0417
## case_district_courtØstre Innlandet tingrett 26.4750
## case_district_courtRingerike, Asker og Bærum tingrett 5.7461
## case_district_courtRomerike og Glåmdal tingrett 2.7977
## case_district_courtSalten og Lofoten tingrett 24.4476
## case_district_courtSogn og Fjordane tingrett NA
## case_district_courtSøndre Østfold tingrett 45.6783
## case_district_courtSør-Rogaland tingrett 37.7319
## case_district_courtTelemark tingrett 16.0094
## case_district_courtTrøndelag tingrett 24.3055
## case_district_courtUnknown -9.2820
## case_district_courtVestfold tingrett 13.1740
## case_district_courtVestre Finnmark tingrett 11.3684
## case_district_courtVestre Innlandet tingrett 32.4157
## Std. Error
## (Intercept) 163.9987
## defendant_age 0.2885
## defendant_is_woman 8.0067
## defendant_some_foreign_background 10.6804
## defendant_log_net_income 1.2987
## case_is_not_oslo 30.2083
## defendant_is_married 17.5470
## judge_age 0.4178
## judge_is_woman 7.6426
## judge_some_foreign_background 16.2885
## judge_log_net_income 12.8250
## judge_is_married 9.8212
## convicted_stay_of_execution_.conditional_imprisonment_. 11.5501
## convicted_bodily_injury 13.4567
## convicted_drug_offense 18.3508
## convicted_illegal_arming_in_a_public_place 13.3973
## convicted_participation 32.5753
## convicted_courtesy 22.4006
## convicted_general_violation_of_traffic_act_1 13.8002
## convicted_drinking_within_six_hours_of_traffic_investigation 8.1525
## convicted_acquisition_possession_and_use_of_drugs 70.8515
## convicted_section_24_of_the_medicines_act_other 72.1982
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 10.8989
## convicted_road_traffic_act_other_1 44.6416
## convicted_violating_traffic_signage_act 44.2923
## convicted_temporary_suspension_of_driving_lisence 6.5422
## convicted_assault_and_battery 12.1717
## convicted_reckless_behavior 13.5406
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint 17.6260
## convicted_damage 12.3904
## convicted_threats 14.2144
## convicted_grievous_bodily_harm 55.7314
## convicted_serious_drug_offense 91.5386
## convicted_aggravated_assault 15.7695
## convicted_intention_of_committing_an_offens 27.1951
## convicted_theft 13.7713
## convicted_road_traffic_act_other_5 16.6241
## convicted_violating_basic_traffic_rules 9.1235
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. 5.6555
## convicted_obstruction_of_a_public_official 9.9814
## convicted_aggravated_theft 26.2128
## convicted_fraud 16.4834
## convicted_judgment_in_arrears 50.7631
## convicted_abuse_in_close_relationships 43.9782
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official 12.9088
## convicted_violation_of_police_act 14.1607
## convicted_serious_fraud 20.0647
## convicted_disorderly_conduct 9.8412
## convicted_minor_theft 16.7688
## convicted_unauthorized_entry_or_stay 17.8640
## convicted_theft_of_motor_vehicles_etc 28.0593
## convicted_road_traffic_act_other_4 15.2474
## convicted_incorrect_explanation 19.5091
## convicted_document_forgery 20.0809
## convicted_breach_of_the_duty_of_identification 13.2701
## convicted_violation_in_prison 24.0091
## group1_mitigating_confession 12.1484
## group1_aggravating_other 12.4669
## group1_aggravating_repeated_offense 11.3258
## group1_aggravating_driving 8.7989
## group1_mitigating_processing_time 14.5538
## group1_aggravating_life_health 13.9649
## group1_mitigating_other 30.9756
## group1_aggravating_victim 21.5457
## group1_aggravating_threats 32.2257
## group1_aggravating_place 15.8499
## group1_aggravating_severe 26.4359
## group1_aggravating_preventative 15.0274
## group1_aggravating_violation 28.8139
## group1_aggravating_cumulative_offense 15.2995
## group1_aggravating_children 16.9562
## group1_aggravating_drugs 20.1874
## group1_mitigating_burden 14.8608
## group1_mitigating_cause 18.5549
## group1_aggravating_object 26.5665
## group1_mitigating_potential_rehabilitation 21.9214
## group1_mitigating_minor 17.4146
## case_district_courtAgder tingrett 27.7428
## case_district_courtBuskerud tingrett 36.1086
## case_district_courtFollo og Nordre Østfold tingrett 39.8439
## case_district_courtHaugaland og Sunnhordland tingrett 29.5948
## case_district_courtHelgeland tingrett 31.5533
## case_district_courtHordaland tingrett 37.9234
## case_district_courtIndre og Østre Finnmark tingrett 33.0265
## case_district_courtMidtre Hålogaland tingrett 29.5598
## case_district_courtMøre og Romsdal tingrett 37.2719
## case_district_courtNord-Troms og Senja tingrett 30.3653
## case_district_courtØstre Innlandet tingrett 31.4649
## case_district_courtRingerike, Asker og Bærum tingrett 29.8364
## case_district_courtRomerike og Glåmdal tingrett 27.8377
## case_district_courtSalten og Lofoten tingrett 49.0813
## case_district_courtSogn og Fjordane tingrett NA
## case_district_courtSøndre Østfold tingrett 38.0342
## case_district_courtSør-Rogaland tingrett 35.1148
## case_district_courtTelemark tingrett 33.2644
## case_district_courtTrøndelag tingrett 28.7373
## case_district_courtUnknown 29.6532
## case_district_courtVestfold tingrett 28.1271
## case_district_courtVestre Finnmark tingrett 33.0649
## case_district_courtVestre Innlandet tingrett 31.6258
## t value
## (Intercept) 1.14827
## defendant_age 3.41256
## defendant_is_woman -3.13235
## defendant_some_foreign_background -0.02012
## defendant_log_net_income -2.42950
## case_is_not_oslo -0.45716
## defendant_is_married 0.77707
## judge_age 3.01274
## judge_is_woman -0.22306
## judge_some_foreign_background -0.67848
## judge_log_net_income -1.07856
## judge_is_married 0.88844
## convicted_stay_of_execution_.conditional_imprisonment_. -0.19774
## convicted_bodily_injury 3.23446
## convicted_drug_offense -1.31068
## convicted_illegal_arming_in_a_public_place 2.21227
## convicted_participation 0.97403
## convicted_courtesy 0.54389
## convicted_general_violation_of_traffic_act_1 -4.18918
## convicted_drinking_within_six_hours_of_traffic_investigation 0.11583
## convicted_acquisition_possession_and_use_of_drugs 1.65681
## convicted_section_24_of_the_medicines_act_other -1.61793
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 0.93053
## convicted_road_traffic_act_other_1 0.72763
## convicted_violating_traffic_signage_act -0.94724
## convicted_temporary_suspension_of_driving_lisence 2.51270
## convicted_assault_and_battery -2.97850
## convicted_reckless_behavior -0.70967
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint 1.10698
## convicted_damage -0.51109
## convicted_threats -0.76392
## convicted_grievous_bodily_harm 4.61280
## convicted_serious_drug_offense 5.55125
## convicted_aggravated_assault 0.91850
## convicted_intention_of_committing_an_offens 1.83097
## convicted_theft -1.56377
## convicted_road_traffic_act_other_5 2.20345
## convicted_violating_basic_traffic_rules -0.28788
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. -0.75494
## convicted_obstruction_of_a_public_official -1.04491
## convicted_aggravated_theft 2.20311
## convicted_fraud -1.53166
## convicted_judgment_in_arrears 0.56484
## convicted_abuse_in_close_relationships 6.34700
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official -3.51259
## convicted_violation_of_police_act -1.47409
## convicted_serious_fraud 2.85381
## convicted_disorderly_conduct -2.69281
## convicted_minor_theft -0.08730
## convicted_unauthorized_entry_or_stay -0.86404
## convicted_theft_of_motor_vehicles_etc 1.91714
## convicted_road_traffic_act_other_4 0.67130
## convicted_incorrect_explanation -2.98363
## convicted_document_forgery 2.49365
## convicted_breach_of_the_duty_of_identification -0.24039
## convicted_violation_in_prison -2.95251
## group1_mitigating_confession 2.21013
## group1_aggravating_other 1.42466
## group1_aggravating_repeated_offense 2.26353
## group1_aggravating_driving -1.98713
## group1_mitigating_processing_time -0.53264
## group1_aggravating_life_health 2.66804
## group1_mitigating_other 1.59403
## group1_aggravating_victim 1.34302
## group1_aggravating_threats 1.14165
## group1_aggravating_place -1.46041
## group1_aggravating_severe 2.44809
## group1_aggravating_preventative -1.90876
## group1_aggravating_violation 2.15571
## group1_aggravating_cumulative_offense 1.81437
## group1_aggravating_children -0.54113
## group1_aggravating_drugs -0.84502
## group1_mitigating_burden -2.39903
## group1_mitigating_cause -0.19616
## group1_aggravating_object -1.16538
## group1_mitigating_potential_rehabilitation -0.29515
## group1_mitigating_minor -2.29982
## case_district_courtAgder tingrett -0.05315
## case_district_courtBuskerud tingrett 1.13690
## case_district_courtFollo og Nordre Østfold tingrett 0.10889
## case_district_courtHaugaland og Sunnhordland tingrett -0.40622
## case_district_courtHelgeland tingrett -0.06184
## case_district_courtHordaland tingrett 0.69649
## case_district_courtIndre og Østre Finnmark tingrett 0.27077
## case_district_courtMidtre Hålogaland tingrett 1.49459
## case_district_courtMøre og Romsdal tingrett 1.04874
## case_district_courtNord-Troms og Senja tingrett 1.35160
## case_district_courtØstre Innlandet tingrett 0.84141
## case_district_courtRingerike, Asker og Bærum tingrett 0.19259
## case_district_courtRomerike og Glåmdal tingrett 0.10050
## case_district_courtSalten og Lofoten tingrett 0.49810
## case_district_courtSogn og Fjordane tingrett NA
## case_district_courtSøndre Østfold tingrett 1.20098
## case_district_courtSør-Rogaland tingrett 1.07453
## case_district_courtTelemark tingrett 0.48128
## case_district_courtTrøndelag tingrett 0.84578
## case_district_courtUnknown -0.31302
## case_district_courtVestfold tingrett 0.46837
## case_district_courtVestre Finnmark tingrett 0.34382
## case_district_courtVestre Innlandet tingrett 1.02498
## Pr(>|t|)
## (Intercept) 2.946e-01
## defendant_age 7.299e-04
## defendant_is_woman 1.940e-03
## defendant_some_foreign_background 9.840e-01
## defendant_log_net_income 1.573e-02
## case_is_not_oslo 6.689e-01
## defendant_is_married 4.380e-01
## judge_age 3.483e-03
## judge_is_woman 8.236e-01
## judge_some_foreign_background 5.051e-01
## judge_log_net_income 3.294e-01
## judge_is_married 3.753e-01
## convicted_stay_of_execution_.conditional_imprisonment_. 8.436e-01
## convicted_bodily_injury 1.475e-03
## convicted_drug_offense 1.913e-01
## convicted_illegal_arming_in_a_public_place 2.892e-02
## convicted_participation 3.321e-01
## convicted_courtesy 5.882e-01
## convicted_general_violation_of_traffic_act_1 4.047e-05
## convicted_drinking_within_six_hours_of_traffic_investigation 9.079e-01
## convicted_acquisition_possession_and_use_of_drugs 1.294e-01
## convicted_section_24_of_the_medicines_act_other 1.359e-01
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 3.529e-01
## convicted_road_traffic_act_other_1 4.859e-01
## convicted_violating_traffic_signage_act 3.676e-01
## convicted_temporary_suspension_of_driving_lisence 1.257e-02
## convicted_assault_and_battery 3.192e-03
## convicted_reckless_behavior 4.798e-01
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint 2.706e-01
## convicted_damage 6.101e-01
## convicted_threats 4.461e-01
## convicted_grievous_bodily_harm 4.386e-05
## convicted_serious_drug_offense 3.539e-07
## convicted_aggravated_assault 3.627e-01
## convicted_intention_of_committing_an_offens 7.343e-02
## convicted_theft 1.201e-01
## convicted_road_traffic_act_other_5 2.982e-02
## convicted_violating_basic_traffic_rules 7.738e-01
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. 4.516e-01
## convicted_obstruction_of_a_public_official 2.978e-01
## convicted_aggravated_theft 3.063e-02
## convicted_fraud 1.290e-01
## convicted_judgment_in_arrears 5.749e-01
## convicted_abuse_in_close_relationships 1.019e-07
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official 5.210e-04
## convicted_violation_of_police_act 1.430e-01
## convicted_serious_fraud 5.276e-03
## convicted_disorderly_conduct 8.100e-03
## convicted_minor_theft 9.306e-01
## convicted_unauthorized_entry_or_stay 3.903e-01
## convicted_theft_of_motor_vehicles_etc 5.960e-02
## convicted_road_traffic_act_other_4 5.055e-01
## convicted_incorrect_explanation 3.508e-03
## convicted_document_forgery 1.687e-02
## convicted_breach_of_the_duty_of_identification 8.107e-01
## convicted_violation_in_prison 5.355e-03
## group1_mitigating_confession 2.779e-02
## group1_aggravating_other 1.553e-01
## group1_aggravating_repeated_offense 2.428e-02
## group1_aggravating_driving 4.795e-02
## group1_mitigating_processing_time 5.947e-01
## group1_aggravating_life_health 8.154e-03
## group1_mitigating_other 1.146e-01
## group1_aggravating_victim 1.811e-01
## group1_aggravating_threats 2.553e-01
## group1_aggravating_place 1.460e-01
## group1_aggravating_severe 1.536e-02
## group1_aggravating_preventative 5.964e-02
## group1_aggravating_violation 3.228e-02
## group1_aggravating_cumulative_offense 7.209e-02
## group1_aggravating_children 5.894e-01
## group1_aggravating_drugs 3.996e-01
## group1_mitigating_burden 1.892e-02
## group1_mitigating_cause 8.448e-01
## group1_aggravating_object 2.484e-01
## group1_mitigating_potential_rehabilitation 7.693e-01
## group1_mitigating_minor 2.540e-02
## case_district_courtAgder tingrett 9.597e-01
## case_district_courtBuskerud tingrett 2.926e-01
## case_district_courtFollo og Nordre Østfold tingrett 9.165e-01
## case_district_courtHaugaland og Sunnhordland tingrett 6.931e-01
## case_district_courtHelgeland tingrett 9.520e-01
## case_district_courtHordaland tingrett 5.156e-01
## case_district_courtIndre og Østre Finnmark tingrett 7.937e-01
## case_district_courtMidtre Hålogaland tingrett 1.730e-01
## case_district_courtMøre og Romsdal tingrett 3.407e-01
## case_district_courtNord-Troms og Senja tingrett 2.173e-01
## case_district_courtØstre Innlandet tingrett 4.265e-01
## case_district_courtRingerike, Asker og Bærum tingrett 8.512e-01
## case_district_courtRomerike og Glåmdal tingrett 9.238e-01
## case_district_courtSalten og Lofoten tingrett 6.303e-01
## case_district_courtSogn og Fjordane tingrett NA
## case_district_courtSøndre Østfold tingrett 2.850e-01
## case_district_courtSør-Rogaland tingrett 3.313e-01
## case_district_courtTelemark tingrett 6.481e-01
## case_district_courtTrøndelag tingrett 4.347e-01
## case_district_courtUnknown 7.652e-01
## case_district_courtVestfold tingrett 6.592e-01
## case_district_courtVestre Finnmark tingrett 7.398e-01
## case_district_courtVestre Innlandet tingrett 3.331e-01
## CI Lower
## (Intercept) -212.9856
## defendant_age 0.4168
## defendant_is_woman -40.8487
## defendant_some_foreign_background -21.2275
## defendant_log_net_income -5.7115
## case_is_not_oslo -94.3075
## defendant_is_married -20.9656
## judge_age 0.4271
## judge_is_woman -16.7423
## judge_some_foreign_background -44.9994
## judge_log_net_income -46.6551
## judge_is_married -10.6288
## convicted_stay_of_execution_.conditional_imprisonment_. -25.1903
## convicted_bodily_injury 16.9534
## convicted_drug_offense -60.2165
## convicted_illegal_arming_in_a_public_place 3.1015
## convicted_participation -32.7866
## convicted_courtesy -32.4888
## convicted_general_violation_of_traffic_act_1 -85.0081
## convicted_drinking_within_six_hours_of_traffic_investigation -15.1247
## convicted_acquisition_possession_and_use_of_drugs -41.0965
## convicted_section_24_of_the_medicines_act_other -277.0511
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. -11.3078
## convicted_road_traffic_act_other_1 -69.0233
## convicted_violating_traffic_signage_act -141.7296
## convicted_temporary_suspension_of_driving_lisence 3.5576
## convicted_assault_and_battery -60.2301
## convicted_reckless_behavior -36.5139
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint -15.4037
## convicted_damage -30.8397
## convicted_threats -38.9347
## convicted_grievous_bodily_harm 144.2694
## convicted_serious_drug_offense 326.0014
## convicted_aggravated_assault -17.1824
## convicted_intention_of_committing_an_offens -4.9129
## convicted_theft -48.7574
## convicted_road_traffic_act_other_5 3.6554
## convicted_violating_basic_traffic_rules -20.6303
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. -15.4522
## convicted_obstruction_of_a_public_official -30.1604
## convicted_aggravated_theft 5.5384
## convicted_fraud -57.9771
## convicted_judgment_in_arrears -73.4746
## convicted_abuse_in_close_relationships 190.5110
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official -70.7596
## convicted_violation_of_police_act -48.9040
## convicted_serious_fraud 17.4409
## convicted_disorderly_conduct -45.9854
## convicted_minor_theft -34.7185
## convicted_unauthorized_entry_or_stay -51.0158
## convicted_theft_of_motor_vehicles_etc -2.2398
## convicted_road_traffic_act_other_4 -20.4877
## convicted_incorrect_explanation -96.8696
## convicted_document_forgery 9.4919
## convicted_breach_of_the_duty_of_identification -29.6476
## convicted_violation_in_prison -119.4760
## group1_mitigating_confession 2.9509
## group1_aggravating_other -6.7764
## group1_aggravating_repeated_offense 3.3533
## group1_aggravating_driving -34.8101
## group1_mitigating_processing_time -36.4082
## group1_aggravating_life_health 9.7484
## group1_mitigating_other -12.2118
## group1_aggravating_victim -13.6069
## group1_aggravating_threats -26.8617
## group1_aggravating_place -54.4324
## group1_aggravating_severe 12.5376
## group1_aggravating_preventative -58.5590
## group1_aggravating_violation 5.3023
## group1_aggravating_cumulative_offense -2.5294
## group1_aggravating_children -42.7577
## group1_aggravating_drugs -56.9883
## group1_mitigating_burden -65.2554
## group1_mitigating_cause -40.4025
## group1_aggravating_object -84.0856
## group1_mitigating_potential_rehabilitation -50.7165
## group1_mitigating_minor -74.9744
## case_district_courtAgder tingrett -73.2228
## case_district_courtBuskerud tingrett -44.1296
## case_district_courtFollo og Nordre Østfold tingrett -90.9230
## case_district_courtHaugaland og Sunnhordland tingrett -77.9430
## case_district_courtHelgeland tingrett -73.3665
## case_district_courtHordaland tingrett -69.5041
## case_district_courtIndre og Østre Finnmark tingrett -67.8034
## case_district_courtMidtre Hålogaland tingrett -23.8791
## case_district_courtMøre og Romsdal tingrett -55.7199
## case_district_courtNord-Troms og Senja tingrett -30.3035
## case_district_courtØstre Innlandet tingrett -47.1228
## case_district_courtRingerike, Asker og Bærum tingrett -61.0009
## case_district_courtRomerike og Glåmdal tingrett -68.2269
## case_district_courtSalten og Lofoten tingrett -86.5398
## case_district_courtSogn og Fjordane tingrett NA
## case_district_courtSøndre Østfold tingrett -52.9688
## case_district_courtSør-Rogaland tingrett -52.2912
## case_district_courtTelemark tingrett -66.2807
## case_district_courtTrøndelag tingrett -48.6143
## case_district_courtUnknown -82.4938
## case_district_courtVestfold tingrett -59.1237
## case_district_courtVestre Finnmark tingrett -64.8642
## case_district_courtVestre Innlandet tingrett -39.5350
## CI Upper
## (Intercept) 589.6137
## defendant_age 1.5520
## defendant_is_woman -9.3107
## defendant_some_foreign_background 20.7977
## defendant_log_net_income -0.5991
## case_is_not_oslo 66.6873
## defendant_is_married 48.2360
## judge_age 2.0905
## judge_is_woman 13.3329
## judge_some_foreign_background 22.8967
## judge_log_net_income 18.9899
## judge_is_married 28.0800
## convicted_stay_of_execution_.conditional_imprisonment_. 20.6224
## convicted_bodily_injury 70.0970
## convicted_drug_offense 12.1123
## convicted_illegal_arming_in_a_public_place 56.1752
## convicted_participation 96.2452
## convicted_courtesy 56.8559
## convicted_general_violation_of_traffic_act_1 -30.6145
## convicted_drinking_within_six_hours_of_traffic_investigation 17.0133
## convicted_acquisition_possession_and_use_of_drugs 275.8713
## convicted_section_24_of_the_medicines_act_other 43.4283
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 31.5914
## convicted_road_traffic_act_other_1 133.9884
## convicted_violating_traffic_signage_act 57.8188
## convicted_temporary_suspension_of_driving_lisence 29.3195
## convicted_assault_and_battery -12.2771
## convicted_reckless_behavior 17.2951
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint 54.4269
## convicted_damage 18.1746
## convicted_threats 17.2174
## convicted_grievous_bodily_harm 369.8870
## convicted_serious_drug_offense 690.3071
## convicted_aggravated_assault 46.1508
## convicted_intention_of_committing_an_offens 104.4995
## convicted_theft 5.6873
## convicted_road_traffic_act_other_5 69.6053
## convicted_violating_basic_traffic_rules 15.3773
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. 6.9131
## convicted_obstruction_of_a_public_official 9.3011
## convicted_aggravated_theft 109.9609
## convicted_fraud 7.4831
## convicted_judgment_in_arrears 130.8207
## convicted_abuse_in_close_relationships 367.7484
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official -19.9273
## convicted_violation_of_police_act 7.1556
## convicted_serious_fraud 97.0810
## convicted_disorderly_conduct -7.0153
## convicted_minor_theft 31.7908
## convicted_unauthorized_entry_or_stay 20.1455
## convicted_theft_of_motor_vehicles_etc 109.8266
## convicted_road_traffic_act_other_4 40.9589
## convicted_incorrect_explanation -19.5461
## convicted_document_forgery 90.6577
## convicted_breach_of_the_duty_of_identification 23.2675
## convicted_violation_in_prison -22.2984
## group1_mitigating_confession 50.7482
## group1_aggravating_other 42.2987
## group1_aggravating_repeated_offense 47.9191
## group1_aggravating_driving -0.1591
## group1_mitigating_processing_time 20.9044
## group1_aggravating_life_health 64.7694
## group1_mitigating_other 110.9635
## group1_aggravating_victim 71.4794
## group1_aggravating_threats 100.4426
## group1_aggravating_place 8.1378
## group1_aggravating_severe 116.8973
## group1_aggravating_preventative 1.1918
## group1_aggravating_violation 118.9261
## group1_aggravating_cumulative_offense 58.0474
## group1_aggravating_children 24.4067
## group1_aggravating_drugs 22.8707
## group1_mitigating_burden -6.0477
## group1_mitigating_cause 33.1229
## group1_aggravating_object 22.1654
## group1_mitigating_potential_rehabilitation 37.7761
## group1_mitigating_minor -5.1265
## case_district_courtAgder tingrett 70.2740
## case_district_courtBuskerud tingrett 126.2335
## case_district_courtFollo og Nordre Østfold tingrett 99.6002
## case_district_courtHaugaland og Sunnhordland tingrett 53.8989
## case_district_courtHelgeland tingrett 69.4639
## case_district_courtHordaland tingrett 122.3307
## case_district_courtIndre og Østre Finnmark tingrett 85.6884
## case_district_courtMidtre Hålogaland tingrett 112.2387
## case_district_courtMøre og Romsdal tingrett 133.8970
## case_district_courtNord-Troms og Senja tingrett 112.3870
## case_district_courtØstre Innlandet tingrett 100.0728
## case_district_courtRingerike, Asker og Bærum tingrett 72.4931
## case_district_courtRomerike og Glåmdal tingrett 73.8222
## case_district_courtSalten og Lofoten tingrett 135.4350
## case_district_courtSogn og Fjordane tingrett NA
## case_district_courtSøndre Østfold tingrett 144.3254
## case_district_courtSør-Rogaland tingrett 127.7550
## case_district_courtTelemark tingrett 98.2996
## case_district_courtTrøndelag tingrett 97.2253
## case_district_courtUnknown 63.9298
## case_district_courtVestfold tingrett 85.4717
## case_district_courtVestre Finnmark tingrett 87.6011
## case_district_courtVestre Innlandet tingrett 104.3665
## DF
## (Intercept) 5.999
## defendant_age 306.885
## defendant_is_woman 250.443
## defendant_some_foreign_background 320.312
## defendant_log_net_income 289.991
## case_is_not_oslo 4.471
## defendant_is_married 200.028
## judge_age 78.571
## judge_is_woman 311.500
## judge_some_foreign_background 20.271
## judge_log_net_income 5.075
## judge_is_married 222.896
## convicted_stay_of_execution_.conditional_imprisonment_. 103.186
## convicted_bodily_injury 163.159
## convicted_drug_offense 221.594
## convicted_illegal_arming_in_a_public_place 115.249
## convicted_participation 116.604
## convicted_courtesy 70.378
## convicted_general_violation_of_traffic_act_1 220.928
## convicted_drinking_within_six_hours_of_traffic_investigation 214.980
## convicted_acquisition_possession_and_use_of_drugs 9.721
## convicted_section_24_of_the_medicines_act_other 10.298
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 294.577
## convicted_road_traffic_act_other_1 8.707
## convicted_violating_traffic_signage_act 9.257
## convicted_temporary_suspension_of_driving_lisence 266.429
## convicted_assault_and_battery 241.193
## convicted_reckless_behavior 89.092
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint 114.532
## convicted_damage 133.271
## convicted_threats 157.026
## convicted_grievous_bodily_harm 38.140
## convicted_serious_drug_offense 80.428
## convicted_aggravated_assault 50.468
## convicted_intention_of_committing_an_offens 47.108
## convicted_theft 142.488
## convicted_road_traffic_act_other_5 101.731
## convicted_violating_basic_traffic_rules 178.621
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. 138.009
## convicted_obstruction_of_a_public_official 142.417
## convicted_aggravated_theft 75.647
## convicted_fraud 93.595
## convicted_judgment_in_arrears 46.560
## convicted_abuse_in_close_relationships 44.239
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official 266.868
## convicted_violation_of_police_act 123.224
## convicted_serious_fraud 97.557
## convicted_disorderly_conduct 119.844
## convicted_minor_theft 103.580
## convicted_unauthorized_entry_or_stay 75.813
## convicted_theft_of_motor_vehicles_etc 65.307
## convicted_road_traffic_act_other_4 44.295
## convicted_incorrect_explanation 110.180
## convicted_document_forgery 40.067
## convicted_breach_of_the_duty_of_identification 71.362
## convicted_violation_in_prison 38.364
## group1_mitigating_confession 327.810
## group1_aggravating_other 288.925
## group1_aggravating_repeated_offense 318.291
## group1_aggravating_driving 262.365
## group1_mitigating_processing_time 264.104
## group1_aggravating_life_health 238.036
## group1_mitigating_other 85.007
## group1_aggravating_victim 163.715
## group1_aggravating_threats 156.879
## group1_aggravating_place 172.176
## group1_aggravating_severe 172.296
## group1_aggravating_preventative 85.614
## group1_aggravating_violation 203.564
## group1_aggravating_cumulative_offense 121.417
## group1_aggravating_children 116.541
## group1_aggravating_drugs 133.135
## group1_mitigating_burden 75.067
## group1_mitigating_cause 112.411
## group1_aggravating_object 60.865
## group1_mitigating_potential_rehabilitation 41.772
## group1_mitigating_minor 53.344
## case_district_courtAgder tingrett 4.902
## case_district_courtBuskerud tingrett 7.083
## case_district_courtFollo og Nordre Østfold tingrett 6.640
## case_district_courtHaugaland og Sunnhordland tingrett 10.023
## case_district_courtHelgeland tingrett 8.970
## case_district_courtHordaland tingrett 5.286
## case_district_courtIndre og Østre Finnmark tingrett 7.663
## case_district_courtMidtre Hålogaland tingrett 8.072
## case_district_courtMøre og Romsdal tingrett 5.182
## case_district_courtNord-Troms og Senja tingrett 7.228
## case_district_courtØstre Innlandet tingrett 7.399
## case_district_courtRingerike, Asker og Bærum tingrett 9.713
## case_district_courtRomerike og Glåmdal tingrett 5.128
## case_district_courtSalten og Lofoten tingrett 9.023
## case_district_courtSogn og Fjordane tingrett NA
## case_district_courtSøndre Østfold tingrett 4.856
## case_district_courtSør-Rogaland tingrett 5.045
## case_district_courtTelemark tingrett 5.742
## case_district_courtTrøndelag tingrett 5.226
## case_district_courtUnknown 5.787
## case_district_courtVestfold tingrett 5.001
## case_district_courtVestre Finnmark tingrett 8.009
## case_district_courtVestre Innlandet tingrett 8.677
##
## Multiple R-squared: 0.2676 , Adjusted R-squared: 0.2482
## F-statistic: NA on 98 and 584 DF, p-value: NA
fit_restricted_district <- lm_robust(as.formula(fr_district), clusters = judge__id, data = df_short_prison_only)
summary(fit_restricted_district)
##
## Call:
## lm_robust(formula = as.formula(fr_district), data = df_short_prison_only,
## clusters = judge__id)
##
## Standard error type: CR2
##
## Coefficients: (1 not defined because the design matrix is rank deficient)
## Estimate
## (Intercept) 310.40237
## defendant_age 0.98587
## defendant_is_woman -24.49888
## defendant_some_foreign_background -0.02571
## defendant_log_net_income -3.66758
## case_is_not_oslo -3.24408
## defendant_is_married 12.46840
## judge_age 1.61021
## judge_is_woman -3.18641
## judge_some_foreign_background -18.84628
## judge_log_net_income -20.50982
## judge_is_married 8.21695
## convicted_stay_of_execution_.conditional_imprisonment_. -25.49282
## convicted_bodily_injury 31.97083
## convicted_drug_offense -29.22017
## convicted_illegal_arming_in_a_public_place 27.81054
## convicted_participation 12.61311
## convicted_courtesy 18.57685
## convicted_general_violation_of_traffic_act_1 -87.44929
## convicted_drinking_within_six_hours_of_traffic_investigation 2.26587
## convicted_acquisition_possession_and_use_of_drugs 104.91195
## convicted_section_24_of_the_medicines_act_other -115.50437
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 11.10412
## convicted_road_traffic_act_other_1 71.85223
## convicted_violating_traffic_signage_act -77.10696
## convicted_temporary_suspension_of_driving_lisence 11.65436
## convicted_assault_and_battery -46.55601
## convicted_reckless_behavior -0.41194
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint 6.15798
## convicted_damage -7.68803
## convicted_threats -13.42629
## convicted_grievous_bodily_harm 282.98070
## convicted_serious_drug_offense 669.95621
## convicted_aggravated_assault 6.66625
## convicted_intention_of_committing_an_offens 67.94563
## convicted_theft -23.87546
## convicted_road_traffic_act_other_5 41.59139
## convicted_violating_basic_traffic_rules -0.06992
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. -7.02833
## convicted_obstruction_of_a_public_official -9.30564
## convicted_aggravated_theft 76.56913
## convicted_fraud -34.88661
## convicted_judgment_in_arrears 18.72498
## convicted_abuse_in_close_relationships 302.45329
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official -67.90631
## convicted_violation_of_police_act -41.08108
## convicted_serious_fraud 87.77445
## convicted_disorderly_conduct -20.59316
## convicted_minor_theft 2.50441
## convicted_unauthorized_entry_or_stay -16.57432
## convicted_theft_of_motor_vehicles_etc 103.57283
## convicted_road_traffic_act_other_4 1.70821
## convicted_incorrect_explanation -103.80926
## convicted_document_forgery 57.94933
## convicted_breach_of_the_duty_of_identification -4.85821
## convicted_violation_in_prison -81.03732
## group1_mitigating_confession 37.25063
## group1_aggravating_other 16.17448
## group1_aggravating_repeated_offense 24.11613
## group1_aggravating_driving -17.77877
## group1_mitigating_processing_time -6.75820
## group1_aggravating_life_health 36.87904
## group1_mitigating_other 71.25766
## group1_aggravating_victim 32.20199
## group1_aggravating_threats 42.79608
## group1_aggravating_place -36.11038
## group1_aggravating_severe 68.28065
## group1_aggravating_preventative -33.26782
## group1_aggravating_violation 75.70329
## group1_aggravating_cumulative_offense 23.60355
## group1_aggravating_children -15.47575
## group1_aggravating_drugs -10.01490
## group1_mitigating_burden -47.53877
## group1_mitigating_cause -10.41904
## group1_aggravating_object -35.43894
## group1_mitigating_potential_rehabilitation -19.02826
## group1_mitigating_minor -41.69515
## case_district_courtAgder tingrett -18.86587
## case_district_courtBuskerud tingrett 30.19066
## case_district_courtFollo og Nordre Østfold tingrett -7.92962
## case_district_courtHaugaland og Sunnhordland tingrett -30.32187
## case_district_courtHelgeland tingrett -26.74705
## case_district_courtHordaland tingrett 9.42016
## case_district_courtIndre og Østre Finnmark tingrett -12.92726
## case_district_courtMidtre Hålogaland tingrett 16.43130
## case_district_courtMøre og Romsdal tingrett 39.22500
## case_district_courtNord-Troms og Senja tingrett 12.56900
## case_district_courtØstre Innlandet tingrett 8.22102
## case_district_courtRingerike, Asker og Bærum tingrett -12.67319
## case_district_courtRomerike og Glåmdal tingrett -12.84186
## case_district_courtSalten og Lofoten tingrett -15.23987
## case_district_courtSogn og Fjordane tingrett NA
## case_district_courtSøndre Østfold tingrett 37.72693
## case_district_courtSør-Rogaland tingrett 22.02068
## case_district_courtTelemark tingrett 1.97342
## case_district_courtTrøndelag tingrett 10.61914
## case_district_courtUnknown -17.94648
## case_district_courtVestfold tingrett 1.50427
## case_district_courtVestre Finnmark tingrett -15.10473
## case_district_courtVestre Innlandet tingrett 14.00863
## Std. Error
## (Intercept) 230.1252
## defendant_age 0.3380
## defendant_is_woman 8.9809
## defendant_some_foreign_background 12.3261
## defendant_log_net_income 1.5124
## case_is_not_oslo 35.8368
## defendant_is_married 20.1807
## judge_age 0.5091
## judge_is_woman 9.2548
## judge_some_foreign_background 19.3126
## judge_log_net_income 18.0585
## judge_is_married 11.1285
## convicted_stay_of_execution_.conditional_imprisonment_. 14.3027
## convicted_bodily_injury 15.4172
## convicted_drug_offense 21.7494
## convicted_illegal_arming_in_a_public_place 17.2107
## convicted_participation 36.7591
## convicted_courtesy 25.3695
## convicted_general_violation_of_traffic_act_1 16.7024
## convicted_drinking_within_six_hours_of_traffic_investigation 9.0407
## convicted_acquisition_possession_and_use_of_drugs 70.6019
## convicted_section_24_of_the_medicines_act_other 71.6251
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 12.2162
## convicted_road_traffic_act_other_1 75.2505
## convicted_violating_traffic_signage_act 75.2323
## convicted_temporary_suspension_of_driving_lisence 7.3260
## convicted_assault_and_battery 14.4518
## convicted_reckless_behavior 17.9108
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint 21.1000
## convicted_damage 16.6748
## convicted_threats 16.6713
## convicted_grievous_bodily_harm 58.3520
## convicted_serious_drug_offense 105.0280
## convicted_aggravated_assault 16.1329
## convicted_intention_of_committing_an_offens 30.8636
## convicted_theft 18.8478
## convicted_road_traffic_act_other_5 21.8155
## convicted_violating_basic_traffic_rules 11.5681
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. 6.7141
## convicted_obstruction_of_a_public_official 12.6460
## convicted_aggravated_theft 28.3535
## convicted_fraud 22.1054
## convicted_judgment_in_arrears 54.7672
## convicted_abuse_in_close_relationships 44.9779
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official 15.7868
## convicted_violation_of_police_act 18.6979
## convicted_serious_fraud 23.5083
## convicted_disorderly_conduct 13.0883
## convicted_minor_theft 20.6272
## convicted_unauthorized_entry_or_stay 19.5257
## convicted_theft_of_motor_vehicles_etc 28.4610
## convicted_road_traffic_act_other_4 18.4851
## convicted_incorrect_explanation 25.0140
## convicted_document_forgery 25.8728
## convicted_breach_of_the_duty_of_identification 15.8814
## convicted_violation_in_prison 24.1644
## group1_mitigating_confession 14.1874
## group1_aggravating_other 15.1465
## group1_aggravating_repeated_offense 12.6828
## group1_aggravating_driving 10.2331
## group1_mitigating_processing_time 15.8535
## group1_aggravating_life_health 15.6340
## group1_mitigating_other 39.0486
## group1_aggravating_victim 25.6152
## group1_aggravating_threats 38.0207
## group1_aggravating_place 18.4804
## group1_aggravating_severe 30.2293
## group1_aggravating_preventative 15.6069
## group1_aggravating_violation 34.2461
## group1_aggravating_cumulative_offense 16.8812
## group1_aggravating_children 18.7845
## group1_aggravating_drugs 22.8623
## group1_mitigating_burden 18.5655
## group1_mitigating_cause 20.9960
## group1_aggravating_object 34.8787
## group1_mitigating_potential_rehabilitation 28.3854
## group1_mitigating_minor 17.1517
## case_district_courtAgder tingrett 34.6738
## case_district_courtBuskerud tingrett 43.9137
## case_district_courtFollo og Nordre Østfold tingrett 40.6112
## case_district_courtHaugaland og Sunnhordland tingrett 38.7991
## case_district_courtHelgeland tingrett 37.1217
## case_district_courtHordaland tingrett 49.1106
## case_district_courtIndre og Østre Finnmark tingrett 39.5340
## case_district_courtMidtre Hålogaland tingrett 36.6812
## case_district_courtMøre og Romsdal tingrett 44.5110
## case_district_courtNord-Troms og Senja tingrett 37.5684
## case_district_courtØstre Innlandet tingrett 35.8094
## case_district_courtRingerike, Asker og Bærum tingrett 35.6803
## case_district_courtRomerike og Glåmdal tingrett 34.1064
## case_district_courtSalten og Lofoten tingrett 60.5076
## case_district_courtSogn og Fjordane tingrett NA
## case_district_courtSøndre Østfold tingrett 45.1835
## case_district_courtSør-Rogaland tingrett 42.5143
## case_district_courtTelemark tingrett 41.2554
## case_district_courtTrøndelag tingrett 35.1802
## case_district_courtUnknown 36.8845
## case_district_courtVestfold tingrett 35.0435
## case_district_courtVestre Finnmark tingrett 47.4521
## case_district_courtVestre Innlandet tingrett 38.9225
## t value
## (Intercept) 1.348842
## defendant_age 2.917057
## defendant_is_woman -2.727878
## defendant_some_foreign_background -0.002086
## defendant_log_net_income -2.425031
## case_is_not_oslo -0.090524
## defendant_is_married 0.617839
## judge_age 3.162996
## judge_is_woman -0.344299
## judge_some_foreign_background -0.975852
## judge_log_net_income -1.135742
## judge_is_married 0.738373
## convicted_stay_of_execution_.conditional_imprisonment_. -1.782379
## convicted_bodily_injury 2.073708
## convicted_drug_offense -1.343493
## convicted_illegal_arming_in_a_public_place 1.615885
## convicted_participation 0.343129
## convicted_courtesy 0.732252
## convicted_general_violation_of_traffic_act_1 -5.235744
## convicted_drinking_within_six_hours_of_traffic_investigation 0.250631
## convicted_acquisition_possession_and_use_of_drugs 1.485966
## convicted_section_24_of_the_medicines_act_other -1.612625
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 0.908964
## convicted_road_traffic_act_other_1 0.954840
## convicted_violating_traffic_signage_act -1.024918
## convicted_temporary_suspension_of_driving_lisence 1.590815
## convicted_assault_and_battery -3.221474
## convicted_reckless_behavior -0.023000
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint 0.291848
## convicted_damage -0.461057
## convicted_threats -0.805351
## convicted_grievous_bodily_harm 4.849548
## convicted_serious_drug_offense 6.378835
## convicted_aggravated_assault 0.413207
## convicted_intention_of_committing_an_offens 2.201478
## convicted_theft -1.266748
## convicted_road_traffic_act_other_5 1.906507
## convicted_violating_basic_traffic_rules -0.006044
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. -1.046799
## convicted_obstruction_of_a_public_official -0.735858
## convicted_aggravated_theft 2.700514
## convicted_fraud -1.578194
## convicted_judgment_in_arrears 0.341902
## convicted_abuse_in_close_relationships 6.724482
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official -4.301459
## convicted_violation_of_police_act -2.197096
## convicted_serious_fraud 3.733765
## convicted_disorderly_conduct -1.573405
## convicted_minor_theft 0.121413
## convicted_unauthorized_entry_or_stay -0.848847
## convicted_theft_of_motor_vehicles_etc 3.639111
## convicted_road_traffic_act_other_4 0.092410
## convicted_incorrect_explanation -4.150041
## convicted_document_forgery 2.239781
## convicted_breach_of_the_duty_of_identification -0.305906
## convicted_violation_in_prison -3.353590
## group1_mitigating_confession 2.625605
## group1_aggravating_other 1.067871
## group1_aggravating_repeated_offense 1.901482
## group1_aggravating_driving -1.737372
## group1_mitigating_processing_time -0.426291
## group1_aggravating_life_health 2.358900
## group1_mitigating_other 1.824843
## group1_aggravating_victim 1.257145
## group1_aggravating_threats 1.125601
## group1_aggravating_place -1.953987
## group1_aggravating_severe 2.258758
## group1_aggravating_preventative -2.131613
## group1_aggravating_violation 2.210564
## group1_aggravating_cumulative_offense 1.398214
## group1_aggravating_children -0.823859
## group1_aggravating_drugs -0.438053
## group1_mitigating_burden -2.560598
## group1_mitigating_cause -0.496238
## group1_aggravating_object -1.016064
## group1_mitigating_potential_rehabilitation -0.670354
## group1_mitigating_minor -2.430961
## case_district_courtAgder tingrett -0.544096
## case_district_courtBuskerud tingrett 0.687500
## case_district_courtFollo og Nordre Østfold tingrett -0.195257
## case_district_courtHaugaland og Sunnhordland tingrett -0.781509
## case_district_courtHelgeland tingrett -0.720524
## case_district_courtHordaland tingrett 0.191815
## case_district_courtIndre og Østre Finnmark tingrett -0.326991
## case_district_courtMidtre Hålogaland tingrett 0.447948
## case_district_courtMøre og Romsdal tingrett 0.881243
## case_district_courtNord-Troms og Senja tingrett 0.334564
## case_district_courtØstre Innlandet tingrett 0.229577
## case_district_courtRingerike, Asker og Bærum tingrett -0.355187
## case_district_courtRomerike og Glåmdal tingrett -0.376523
## case_district_courtSalten og Lofoten tingrett -0.251867
## case_district_courtSogn og Fjordane tingrett NA
## case_district_courtSøndre Østfold tingrett 0.834971
## case_district_courtSør-Rogaland tingrett 0.517960
## case_district_courtTelemark tingrett 0.047834
## case_district_courtTrøndelag tingrett 0.301850
## case_district_courtUnknown -0.486558
## case_district_courtVestfold tingrett 0.042926
## case_district_courtVestre Finnmark tingrett -0.318315
## case_district_courtVestre Innlandet tingrett 0.359911
## Pr(>|t|)
## (Intercept) 2.205e-01
## defendant_age 3.811e-03
## defendant_is_woman 6.902e-03
## defendant_some_foreign_background 9.983e-01
## defendant_log_net_income 1.598e-02
## case_is_not_oslo 9.341e-01
## defendant_is_married 5.374e-01
## judge_age 2.205e-03
## judge_is_woman 7.309e-01
## judge_some_foreign_background 3.402e-01
## judge_log_net_income 3.004e-01
## judge_is_married 4.611e-01
## convicted_stay_of_execution_.conditional_imprisonment_. 7.762e-02
## convicted_bodily_injury 3.980e-02
## convicted_drug_offense 1.807e-01
## convicted_illegal_arming_in_a_public_place 1.091e-01
## convicted_participation 7.323e-01
## convicted_courtesy 4.670e-01
## convicted_general_violation_of_traffic_act_1 4.072e-07
## convicted_drinking_within_six_hours_of_traffic_investigation 8.024e-01
## convicted_acquisition_possession_and_use_of_drugs 1.677e-01
## convicted_section_24_of_the_medicines_act_other 1.358e-01
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 3.642e-01
## convicted_road_traffic_act_other_1 3.886e-01
## convicted_violating_traffic_signage_act 3.552e-01
## convicted_temporary_suspension_of_driving_lisence 1.129e-01
## convicted_assault_and_battery 1.471e-03
## convicted_reckless_behavior 9.817e-01
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint 7.710e-01
## convicted_damage 6.457e-01
## convicted_threats 4.219e-01
## convicted_grievous_bodily_harm 2.296e-05
## convicted_serious_drug_offense 2.136e-08
## convicted_aggravated_assault 6.812e-01
## convicted_intention_of_committing_an_offens 3.419e-02
## convicted_theft 2.077e-01
## convicted_road_traffic_act_other_5 5.973e-02
## convicted_violating_basic_traffic_rules 9.952e-01
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. 2.971e-01
## convicted_obstruction_of_a_public_official 4.634e-01
## convicted_aggravated_theft 8.932e-03
## convicted_fraud 1.191e-01
## convicted_judgment_in_arrears 7.343e-01
## convicted_abuse_in_close_relationships 2.814e-08
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official 2.500e-05
## convicted_violation_of_police_act 3.013e-02
## convicted_serious_fraud 3.485e-04
## convicted_disorderly_conduct 1.191e-01
## convicted_minor_theft 9.036e-01
## convicted_unauthorized_entry_or_stay 3.990e-01
## convicted_theft_of_motor_vehicles_etc 6.238e-04
## convicted_road_traffic_act_other_4 9.268e-01
## convicted_incorrect_explanation 8.409e-05
## convicted_document_forgery 3.113e-02
## convicted_breach_of_the_duty_of_identification 7.607e-01
## convicted_violation_in_prison 1.890e-03
## group1_mitigating_confession 9.072e-03
## group1_aggravating_other 2.866e-01
## group1_aggravating_repeated_offense 5.818e-02
## group1_aggravating_driving 8.352e-02
## group1_mitigating_processing_time 6.703e-01
## group1_aggravating_life_health 1.920e-02
## group1_mitigating_other 7.263e-02
## group1_aggravating_victim 2.106e-01
## group1_aggravating_threats 2.622e-01
## group1_aggravating_place 5.251e-02
## group1_aggravating_severe 2.523e-02
## group1_aggravating_preventative 3.616e-02
## group1_aggravating_violation 2.831e-02
## group1_aggravating_cumulative_offense 1.648e-01
## group1_aggravating_children 4.119e-01
## group1_aggravating_drugs 6.622e-01
## group1_mitigating_burden 1.286e-02
## group1_mitigating_cause 6.209e-01
## group1_aggravating_object 3.143e-01
## group1_mitigating_potential_rehabilitation 5.072e-01
## group1_mitigating_minor 1.917e-02
## case_district_courtAgder tingrett 6.246e-01
## case_district_courtBuskerud tingrett 5.309e-01
## case_district_courtFollo og Nordre Østfold tingrett 8.556e-01
## case_district_courtHaugaland og Sunnhordland tingrett 4.650e-01
## case_district_courtHelgeland tingrett 5.049e-01
## case_district_courtHordaland tingrett 8.599e-01
## case_district_courtIndre og Østre Finnmark tingrett 7.571e-01
## case_district_courtMidtre Hålogaland tingrett 6.766e-01
## case_district_courtMøre og Romsdal tingrett 4.422e-01
## case_district_courtNord-Troms og Senja tingrett 7.551e-01
## case_district_courtØstre Innlandet tingrett 8.296e-01
## case_district_courtRingerike, Asker og Bærum tingrett 7.365e-01
## case_district_courtRomerike og Glåmdal tingrett 7.317e-01
## case_district_courtSalten og Lofoten tingrett 8.117e-01
## case_district_courtSogn og Fjordane tingrett NA
## case_district_courtSøndre Østfold tingrett 4.668e-01
## case_district_courtSør-Rogaland tingrett 6.401e-01
## case_district_courtTelemark tingrett 9.646e-01
## case_district_courtTrøndelag tingrett 7.822e-01
## case_district_courtUnknown 6.566e-01
## case_district_courtVestfold tingrett 9.685e-01
## case_district_courtVestre Finnmark tingrett 7.639e-01
## case_district_courtVestre Innlandet tingrett 7.345e-01
## CI Lower
## (Intercept) -236.7049
## defendant_age 0.3207
## defendant_is_woman -42.2010
## defendant_some_foreign_background -24.2843
## defendant_log_net_income -6.6455
## case_is_not_oslo -123.7058
## defendant_is_married -27.3469
## judge_age 0.5972
## judge_is_woman -21.4000
## judge_some_foreign_background -59.0058
## judge_log_net_income -64.9728
## judge_is_married -13.7173
## convicted_stay_of_execution_.conditional_imprisonment_. -53.8573
## convicted_bodily_injury 1.5100
## convicted_drug_offense -72.1185
## convicted_illegal_arming_in_a_public_place -6.3099
## convicted_participation -60.3903
## convicted_courtesy -32.2199
## convicted_general_violation_of_traffic_act_1 -120.3806
## convicted_drinking_within_six_hours_of_traffic_investigation -15.5687
## convicted_acquisition_possession_and_use_of_drugs -52.0896
## convicted_section_24_of_the_medicines_act_other -273.6420
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. -12.9441
## convicted_road_traffic_act_other_1 -129.0402
## convicted_violating_traffic_signage_act -274.1847
## convicted_temporary_suspension_of_driving_lisence -2.7722
## convicted_assault_and_battery -75.0394
## convicted_reckless_behavior -36.0469
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint -35.6724
## convicted_damage -40.7327
## convicted_threats -46.3750
## convicted_grievous_bodily_harm 164.7044
## convicted_serious_drug_offense 460.2018
## convicted_aggravated_assault -25.7450
## convicted_intention_of_committing_an_offens 5.3522
## convicted_theft -61.1999
## convicted_road_traffic_act_other_5 -1.7414
## convicted_violating_basic_traffic_rules -22.9266
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. -20.3121
## convicted_obstruction_of_a_public_official -34.3639
## convicted_aggravated_theft 19.8818
## convicted_fraud -78.9858
## convicted_judgment_in_arrears -92.0521
## convicted_abuse_in_close_relationships 211.8229
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official -99.0099
## convicted_violation_of_police_act -78.1390
## convicted_serious_fraud 41.0036
## convicted_disorderly_conduct -46.5920
## convicted_minor_theft -38.4695
## convicted_unauthorized_entry_or_stay -55.5490
## convicted_theft_of_motor_vehicles_etc 46.4787
## convicted_road_traffic_act_other_4 -35.6620
## convicted_incorrect_explanation -153.6084
## convicted_document_forgery 5.5466
## convicted_breach_of_the_duty_of_identification -36.5922
## convicted_violation_in_prison -130.0466
## group1_mitigating_confession 9.3365
## group1_aggravating_other -13.6496
## group1_aggravating_repeated_offense -0.8411
## group1_aggravating_driving -37.9304
## group1_mitigating_processing_time -37.9866
## group1_aggravating_life_health 6.0681
## group1_mitigating_other -6.7312
## group1_aggravating_victim -18.3970
## group1_aggravating_threats -32.3674
## group1_aggravating_place -72.6166
## group1_aggravating_severe 8.5881
## group1_aggravating_preventative -64.3341
## group1_aggravating_violation 8.1338
## group1_aggravating_cumulative_offense -9.8440
## group1_aggravating_children -52.7310
## group1_aggravating_drugs -55.2980
## group1_mitigating_burden -84.6403
## group1_mitigating_cause -52.1122
## group1_aggravating_object -105.4424
## group1_mitigating_potential_rehabilitation -76.7456
## group1_mitigating_minor -76.2540
## case_district_courtAgder tingrett -129.9401
## case_district_courtBuskerud tingrett -93.5695
## case_district_courtFollo og Nordre Østfold tingrett -125.0282
## case_district_courtHaugaland og Sunnhordland tingrett -125.9269
## case_district_courtHelgeland tingrett -123.5644
## case_district_courtHordaland tingrett -144.7623
## case_district_courtIndre og Østre Finnmark tingrett -114.9414
## case_district_courtMidtre Hålogaland tingrett -84.0214
## case_district_courtMøre og Romsdal tingrett -101.2228
## case_district_courtNord-Troms og Senja tingrett -92.6449
## case_district_courtØstre Innlandet tingrett -90.9760
## case_district_courtRingerike, Asker og Bærum tingrett -103.4431
## case_district_courtRomerike og Glåmdal tingrett -121.6786
## case_district_courtSalten og Lofoten tingrett -173.3840
## case_district_courtSogn og Fjordane tingrett NA
## case_district_courtSøndre Østfold tingrett -108.6854
## case_district_courtSør-Rogaland tingrett -112.9941
## case_district_courtTelemark tingrett -123.3781
## case_district_courtTrøndelag tingrett -100.4736
## case_district_courtUnknown -128.5273
## case_district_courtVestfold tingrett -110.8452
## case_district_courtVestre Finnmark tingrett -139.4021
## case_district_courtVestre Innlandet tingrett -87.9765
## CI Upper
## (Intercept) 857.5097
## defendant_age 1.6511
## defendant_is_woman -6.7967
## defendant_some_foreign_background 24.2329
## defendant_log_net_income -0.6897
## case_is_not_oslo 117.2176
## defendant_is_married 52.2837
## judge_age 2.6233
## judge_is_woman 15.0271
## judge_some_foreign_background 21.3132
## judge_log_net_income 23.9532
## judge_is_married 30.1513
## convicted_stay_of_execution_.conditional_imprisonment_. 2.8717
## convicted_bodily_injury 62.4316
## convicted_drug_offense 13.6782
## convicted_illegal_arming_in_a_public_place 61.9310
## convicted_participation 85.6166
## convicted_courtesy 69.3736
## convicted_general_violation_of_traffic_act_1 -54.5180
## convicted_drinking_within_six_hours_of_traffic_investigation 20.1004
## convicted_acquisition_possession_and_use_of_drugs 261.9135
## convicted_section_24_of_the_medicines_act_other 42.6332
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 35.1523
## convicted_road_traffic_act_other_1 272.7446
## convicted_violating_traffic_signage_act 119.9708
## convicted_temporary_suspension_of_driving_lisence 26.0809
## convicted_assault_and_battery -18.0726
## convicted_reckless_behavior 35.2231
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint 47.9884
## convicted_damage 25.3566
## convicted_threats 19.5224
## convicted_grievous_bodily_harm 401.2570
## convicted_serious_drug_offense 879.7106
## convicted_aggravated_assault 39.0775
## convicted_intention_of_committing_an_offens 130.5390
## convicted_theft 13.4490
## convicted_road_traffic_act_other_5 84.9242
## convicted_violating_basic_traffic_rules 22.7868
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. 6.2554
## convicted_obstruction_of_a_public_official 15.7527
## convicted_aggravated_theft 133.2564
## convicted_fraud 9.2125
## convicted_judgment_in_arrears 129.5021
## convicted_abuse_in_close_relationships 393.0837
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official -36.8027
## convicted_violation_of_police_act -4.0231
## convicted_serious_fraud 134.5453
## convicted_disorderly_conduct 5.4056
## convicted_minor_theft 43.4784
## convicted_unauthorized_entry_or_stay 22.4003
## convicted_theft_of_motor_vehicles_etc 160.6670
## convicted_road_traffic_act_other_4 39.0784
## convicted_incorrect_explanation -54.0101
## convicted_document_forgery 110.3521
## convicted_breach_of_the_duty_of_identification 26.8757
## convicted_violation_in_prison -32.0281
## group1_mitigating_confession 65.1648
## group1_aggravating_other 45.9985
## group1_aggravating_repeated_offense 49.0733
## group1_aggravating_driving 2.3729
## group1_mitigating_processing_time 24.4702
## group1_aggravating_life_health 67.6900
## group1_mitigating_other 149.2465
## group1_aggravating_victim 82.8010
## group1_aggravating_threats 117.9595
## group1_aggravating_place 0.3959
## group1_aggravating_severe 127.9732
## group1_aggravating_preventative -2.2015
## group1_aggravating_violation 143.2728
## group1_aggravating_cumulative_offense 57.0511
## group1_aggravating_children 21.7795
## group1_aggravating_drugs 35.2682
## group1_mitigating_burden -10.4372
## group1_mitigating_cause 31.2741
## group1_aggravating_object 34.5646
## group1_mitigating_potential_rehabilitation 38.6890
## group1_mitigating_minor -7.1363
## case_district_courtAgder tingrett 92.2084
## case_district_courtBuskerud tingrett 153.9508
## case_district_courtFollo og Nordre Østfold tingrett 109.1689
## case_district_courtHaugaland og Sunnhordland tingrett 65.2832
## case_district_courtHelgeland tingrett 70.0703
## case_district_courtHordaland tingrett 163.6026
## case_district_courtIndre og Østre Finnmark tingrett 89.0869
## case_district_courtMidtre Hålogaland tingrett 116.8840
## case_district_courtMøre og Romsdal tingrett 179.6728
## case_district_courtNord-Troms og Senja tingrett 117.7829
## case_district_courtØstre Innlandet tingrett 107.4181
## case_district_courtRingerike, Asker og Bærum tingrett 78.0967
## case_district_courtRomerike og Glåmdal tingrett 95.9948
## case_district_courtSalten og Lofoten tingrett 142.9042
## case_district_courtSogn og Fjordane tingrett NA
## case_district_courtSøndre Østfold tingrett 184.1393
## case_district_courtSør-Rogaland tingrett 157.0354
## case_district_courtTelemark tingrett 127.3249
## case_district_courtTrøndelag tingrett 121.7119
## case_district_courtUnknown 92.6343
## case_district_courtVestfold tingrett 113.8538
## case_district_courtVestre Finnmark tingrett 109.1927
## case_district_courtVestre Innlandet tingrett 115.9937
## DF
## (Intercept) 6.819
## defendant_age 288.305
## defendant_is_woman 214.589
## defendant_some_foreign_background 293.753
## defendant_log_net_income 263.040
## case_is_not_oslo 2.739
## defendant_is_married 183.950
## judge_age 80.233
## judge_is_woman 295.658
## judge_some_foreign_background 21.028
## judge_log_net_income 5.850
## judge_is_married 215.931
## convicted_stay_of_execution_.conditional_imprisonment_. 103.457
## convicted_bodily_injury 151.342
## convicted_drug_offense 192.080
## convicted_illegal_arming_in_a_public_place 106.402
## convicted_participation 92.318
## convicted_courtesy 57.249
## convicted_general_violation_of_traffic_act_1 204.118
## convicted_drinking_within_six_hours_of_traffic_investigation 187.419
## convicted_acquisition_possession_and_use_of_drugs 10.147
## convicted_section_24_of_the_medicines_act_other 10.726
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 277.622
## convicted_road_traffic_act_other_1 4.448
## convicted_violating_traffic_signage_act 4.706
## convicted_temporary_suspension_of_driving_lisence 257.680
## convicted_assault_and_battery 217.556
## convicted_reckless_behavior 81.273
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint 106.517
## convicted_damage 110.277
## convicted_threats 145.812
## convicted_grievous_bodily_harm 36.597
## convicted_serious_drug_offense 65.017
## convicted_aggravated_assault 49.553
## convicted_intention_of_committing_an_offens 36.016
## convicted_theft 117.829
## convicted_road_traffic_act_other_5 91.157
## convicted_violating_basic_traffic_rules 150.584
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. 129.282
## convicted_obstruction_of_a_public_official 111.213
## convicted_aggravated_theft 61.488
## convicted_fraud 68.993
## convicted_judgment_in_arrears 38.999
## convicted_abuse_in_close_relationships 44.288
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official 232.392
## convicted_violation_of_police_act 109.177
## convicted_serious_fraud 81.372
## convicted_disorderly_conduct 90.862
## convicted_minor_theft 90.916
## convicted_unauthorized_entry_or_stay 66.885
## convicted_theft_of_motor_vehicles_etc 52.661
## convicted_road_traffic_act_other_4 39.643
## convicted_incorrect_explanation 77.997
## convicted_document_forgery 37.433
## convicted_breach_of_the_duty_of_identification 63.250
## convicted_violation_in_prison 35.965
## group1_mitigating_confession 314.965
## group1_aggravating_other 262.475
## group1_aggravating_repeated_offense 303.986
## group1_aggravating_driving 256.483
## group1_mitigating_processing_time 242.073
## group1_aggravating_life_health 220.770
## group1_mitigating_other 64.853
## group1_aggravating_victim 155.362
## group1_aggravating_threats 141.165
## group1_aggravating_place 154.801
## group1_aggravating_severe 162.609
## group1_aggravating_preventative 78.745
## group1_aggravating_violation 182.418
## group1_aggravating_cumulative_offense 112.116
## group1_aggravating_children 102.846
## group1_aggravating_drugs 115.674
## group1_mitigating_burden 62.884
## group1_mitigating_cause 93.144
## group1_aggravating_object 51.556
## group1_mitigating_potential_rehabilitation 33.508
## group1_mitigating_minor 44.371
## case_district_courtAgder tingrett 2.966
## case_district_courtBuskerud tingrett 3.855
## case_district_courtFollo og Nordre Østfold tingrett 3.654
## case_district_courtHaugaland og Sunnhordland tingrett 5.832
## case_district_courtHelgeland tingrett 4.771
## case_district_courtHordaland tingrett 3.074
## case_district_courtIndre og Østre Finnmark tingrett 4.937
## case_district_courtMidtre Hålogaland tingrett 4.145
## case_district_courtMøre og Romsdal tingrett 3.046
## case_district_courtNord-Troms og Senja tingrett 3.914
## case_district_courtØstre Innlandet tingrett 4.023
## case_district_courtRingerike, Asker og Bærum tingrett 5.180
## case_district_courtRomerike og Glåmdal tingrett 2.986
## case_district_courtSalten og Lofoten tingrett 4.740
## case_district_courtSogn og Fjordane tingrett NA
## case_district_courtSøndre Østfold tingrett 2.908
## case_district_courtSør-Rogaland tingrett 3.011
## case_district_courtTelemark tingrett 3.271
## case_district_courtTrøndelag tingrett 3.042
## case_district_courtUnknown 3.360
## case_district_courtVestfold tingrett 2.961
## case_district_courtVestre Finnmark tingrett 4.707
## case_district_courtVestre Innlandet tingrett 4.703
##
## Multiple R-squared: 0.3448 , Adjusted R-squared: 0.3227
## F-statistic: NA on 98 and 561 DF, p-value: NA
fr_district_logged <- paste0('punishment_prison_days_log ~ ', paste(c(defendant_chars_regression, judge_chars_regression, sections_regression, circs_regression, 'case_district_court'), collapse = ' + '))
fit_restricted_logged_district <- lm_robust(as.formula(fr_district_logged), clusters = judge__id, data = df_short_prison_only)
summary(fit_restricted_logged_district)
##
## Call:
## lm_robust(formula = as.formula(fr_district_logged), data = df_short_prison_only,
## clusters = judge__id)
##
## Standard error type: CR2
##
## Coefficients: (1 not defined because the design matrix is rank deficient)
## Estimate
## (Intercept) 3.726830
## defendant_age 0.003506
## defendant_is_woman -0.093985
## defendant_some_foreign_background -0.009537
## defendant_log_net_income -0.010945
## case_is_not_oslo 0.089175
## defendant_is_married -0.022289
## judge_age 0.005721
## judge_is_woman 0.004129
## judge_some_foreign_background -0.147031
## judge_log_net_income -0.031270
## judge_is_married -0.017156
## convicted_stay_of_execution_.conditional_imprisonment_. -0.141949
## convicted_bodily_injury 0.979569
## convicted_drug_offense 0.138976
## convicted_illegal_arming_in_a_public_place 0.206163
## convicted_participation 0.090995
## convicted_courtesy 0.360983
## convicted_general_violation_of_traffic_act_1 -0.558086
## convicted_drinking_within_six_hours_of_traffic_investigation 0.021184
## convicted_acquisition_possession_and_use_of_drugs 0.591077
## convicted_section_24_of_the_medicines_act_other -0.657627
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 0.055075
## convicted_road_traffic_act_other_1 -0.120135
## convicted_violating_traffic_signage_act 0.110631
## convicted_temporary_suspension_of_driving_lisence 0.320591
## convicted_assault_and_battery -0.030966
## convicted_reckless_behavior 0.123275
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint 0.415453
## convicted_damage 0.093240
## convicted_threats 0.132662
## convicted_grievous_bodily_harm 1.151335
## convicted_serious_drug_offense 2.283966
## convicted_aggravated_assault 0.555034
## convicted_intention_of_committing_an_offens 0.406360
## convicted_theft 0.118674
## convicted_road_traffic_act_other_5 0.326196
## convicted_violating_basic_traffic_rules 0.026171
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. -0.070326
## convicted_obstruction_of_a_public_official 0.084134
## convicted_aggravated_theft 0.699881
## convicted_fraud -0.070215
## convicted_judgment_in_arrears -0.006589
## convicted_abuse_in_close_relationships 1.848982
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official -0.323476
## convicted_violation_of_police_act -0.281745
## convicted_serious_fraud 1.001652
## convicted_disorderly_conduct -0.111809
## convicted_minor_theft -0.009445
## convicted_unauthorized_entry_or_stay -0.050178
## convicted_theft_of_motor_vehicles_etc 0.574061
## convicted_road_traffic_act_other_4 0.092405
## convicted_incorrect_explanation -0.469288
## convicted_document_forgery 0.458633
## convicted_breach_of_the_duty_of_identification 0.084826
## convicted_violation_in_prison -0.679575
## group1_mitigating_confession 0.114998
## group1_aggravating_other 0.084882
## group1_aggravating_repeated_offense 0.291627
## group1_aggravating_driving 0.013372
## group1_mitigating_processing_time -0.044163
## group1_aggravating_life_health 0.204704
## group1_mitigating_other 0.068153
## group1_aggravating_victim 0.238661
## group1_aggravating_threats 0.106396
## group1_aggravating_place 0.039877
## group1_aggravating_severe 0.223354
## group1_aggravating_preventative -0.022618
## group1_aggravating_violation 0.166645
## group1_aggravating_cumulative_offense 0.118892
## group1_aggravating_children 0.025551
## group1_aggravating_drugs 0.021305
## group1_mitigating_burden -0.228960
## group1_mitigating_cause -0.018647
## group1_aggravating_object -0.068488
## group1_mitigating_potential_rehabilitation -0.161502
## group1_mitigating_minor -0.301933
## case_district_courtAgder tingrett -0.120011
## case_district_courtBuskerud tingrett 0.019705
## case_district_courtFollo og Nordre Østfold tingrett -0.205269
## case_district_courtHaugaland og Sunnhordland tingrett -0.172481
## case_district_courtHelgeland tingrett -0.244407
## case_district_courtHordaland tingrett 0.038674
## case_district_courtIndre og Østre Finnmark tingrett -0.197467
## case_district_courtMidtre Hålogaland tingrett 0.132609
## case_district_courtMøre og Romsdal tingrett 0.066334
## case_district_courtNord-Troms og Senja tingrett -0.036630
## case_district_courtØstre Innlandet tingrett 0.037441
## case_district_courtRingerike, Asker og Bærum tingrett -0.111829
## case_district_courtRomerike og Glåmdal tingrett -0.066712
## case_district_courtSalten og Lofoten tingrett -0.126186
## case_district_courtSogn og Fjordane tingrett NA
## case_district_courtSøndre Østfold tingrett 0.080684
## case_district_courtSør-Rogaland tingrett -0.014099
## case_district_courtTelemark tingrett 0.043454
## case_district_courtTrøndelag tingrett 0.068336
## case_district_courtUnknown -0.047559
## case_district_courtVestfold tingrett -0.046094
## case_district_courtVestre Finnmark tingrett -0.029340
## case_district_courtVestre Innlandet tingrett 0.224708
## Std. Error
## (Intercept) 0.587125
## defendant_age 0.001211
## defendant_is_woman 0.040501
## defendant_some_foreign_background 0.037244
## defendant_log_net_income 0.004548
## case_is_not_oslo 0.276040
## defendant_is_married 0.061710
## judge_age 0.001653
## judge_is_woman 0.034191
## judge_some_foreign_background 0.101556
## judge_log_net_income 0.045853
## judge_is_married 0.037053
## convicted_stay_of_execution_.conditional_imprisonment_. 0.056262
## convicted_bodily_injury 0.060790
## convicted_drug_offense 0.058275
## convicted_illegal_arming_in_a_public_place 0.084520
## convicted_participation 0.075052
## convicted_courtesy 0.116195
## convicted_general_violation_of_traffic_act_1 0.067485
## convicted_drinking_within_six_hours_of_traffic_investigation 0.050989
## convicted_acquisition_possession_and_use_of_drugs 0.281524
## convicted_section_24_of_the_medicines_act_other 0.282599
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 0.036967
## convicted_road_traffic_act_other_1 0.254105
## convicted_violating_traffic_signage_act 0.258734
## convicted_temporary_suspension_of_driving_lisence 0.041691
## convicted_assault_and_battery 0.054415
## convicted_reckless_behavior 0.107127
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint 0.090643
## convicted_damage 0.076140
## convicted_threats 0.068673
## convicted_grievous_bodily_harm 0.136521
## convicted_serious_drug_offense 0.154350
## convicted_aggravated_assault 0.096353
## convicted_intention_of_committing_an_offens 0.107014
## convicted_theft 0.083010
## convicted_road_traffic_act_other_5 0.110021
## convicted_violating_basic_traffic_rules 0.056528
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. 0.041162
## convicted_obstruction_of_a_public_official 0.074838
## convicted_aggravated_theft 0.118867
## convicted_fraud 0.102530
## convicted_judgment_in_arrears 0.133509
## convicted_abuse_in_close_relationships 0.116681
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official 0.057793
## convicted_violation_of_police_act 0.078204
## convicted_serious_fraud 0.122824
## convicted_disorderly_conduct 0.082260
## convicted_minor_theft 0.126515
## convicted_unauthorized_entry_or_stay 0.104560
## convicted_theft_of_motor_vehicles_etc 0.133216
## convicted_road_traffic_act_other_4 0.125405
## convicted_incorrect_explanation 0.124348
## convicted_document_forgery 0.173073
## convicted_breach_of_the_duty_of_identification 0.095368
## convicted_violation_in_prison 0.157669
## group1_mitigating_confession 0.040364
## group1_aggravating_other 0.047411
## group1_aggravating_repeated_offense 0.040760
## group1_aggravating_driving 0.045097
## group1_mitigating_processing_time 0.044355
## group1_aggravating_life_health 0.050972
## group1_mitigating_other 0.104057
## group1_aggravating_victim 0.087477
## group1_aggravating_threats 0.097849
## group1_aggravating_place 0.073480
## group1_aggravating_severe 0.082171
## group1_aggravating_preventative 0.067578
## group1_aggravating_violation 0.082471
## group1_aggravating_cumulative_offense 0.076200
## group1_aggravating_children 0.086758
## group1_aggravating_drugs 0.088663
## group1_mitigating_burden 0.103944
## group1_mitigating_cause 0.106606
## group1_aggravating_object 0.164488
## group1_mitigating_potential_rehabilitation 0.171478
## group1_mitigating_minor 0.110206
## case_district_courtAgder tingrett 0.280656
## case_district_courtBuskerud tingrett 0.289245
## case_district_courtFollo og Nordre Østfold tingrett 0.281667
## case_district_courtHaugaland og Sunnhordland tingrett 0.300985
## case_district_courtHelgeland tingrett 0.285871
## case_district_courtHordaland tingrett 0.290323
## case_district_courtIndre og Østre Finnmark tingrett 0.308186
## case_district_courtMidtre Hålogaland tingrett 0.285948
## case_district_courtMøre og Romsdal tingrett 0.286991
## case_district_courtNord-Troms og Senja tingrett 0.290146
## case_district_courtØstre Innlandet tingrett 0.288032
## case_district_courtRingerike, Asker og Bærum tingrett 0.286040
## case_district_courtRomerike og Glåmdal tingrett 0.276943
## case_district_courtSalten og Lofoten tingrett 0.299846
## case_district_courtSogn og Fjordane tingrett NA
## case_district_courtSøndre Østfold tingrett 0.288195
## case_district_courtSør-Rogaland tingrett 0.279319
## case_district_courtTelemark tingrett 0.290694
## case_district_courtTrøndelag tingrett 0.280994
## case_district_courtUnknown 0.287650
## case_district_courtVestfold tingrett 0.282236
## case_district_courtVestre Finnmark tingrett 0.339835
## case_district_courtVestre Innlandet tingrett 0.318140
## t value
## (Intercept) 6.34760
## defendant_age 2.89612
## defendant_is_woman -2.32053
## defendant_some_foreign_background -0.25608
## defendant_log_net_income -2.40667
## case_is_not_oslo 0.32305
## defendant_is_married -0.36119
## judge_age 3.46078
## judge_is_woman 0.12077
## judge_some_foreign_background -1.44778
## judge_log_net_income -0.68196
## judge_is_married -0.46301
## convicted_stay_of_execution_.conditional_imprisonment_. -2.52300
## convicted_bodily_injury 16.11392
## convicted_drug_offense 2.38482
## convicted_illegal_arming_in_a_public_place 2.43923
## convicted_participation 1.21242
## convicted_courtesy 3.10671
## convicted_general_violation_of_traffic_act_1 -8.26977
## convicted_drinking_within_six_hours_of_traffic_investigation 0.41547
## convicted_acquisition_possession_and_use_of_drugs 2.09957
## convicted_section_24_of_the_medicines_act_other -2.32707
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 1.48984
## convicted_road_traffic_act_other_1 -0.47277
## convicted_violating_traffic_signage_act 0.42759
## convicted_temporary_suspension_of_driving_lisence 7.68966
## convicted_assault_and_battery -0.56907
## convicted_reckless_behavior 1.15074
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint 4.58341
## convicted_damage 1.22458
## convicted_threats 1.93180
## convicted_grievous_bodily_harm 8.43337
## convicted_serious_drug_offense 14.79736
## convicted_aggravated_assault 5.76039
## convicted_intention_of_committing_an_offens 3.79727
## convicted_theft 1.42963
## convicted_road_traffic_act_other_5 2.96486
## convicted_violating_basic_traffic_rules 0.46298
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. -1.70851
## convicted_obstruction_of_a_public_official 1.12423
## convicted_aggravated_theft 5.88792
## convicted_fraud -0.68483
## convicted_judgment_in_arrears -0.04935
## convicted_abuse_in_close_relationships 15.84644
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official -5.59710
## convicted_violation_of_police_act -3.60271
## convicted_serious_fraud 8.15519
## convicted_disorderly_conduct -1.35921
## convicted_minor_theft -0.07465
## convicted_unauthorized_entry_or_stay -0.47990
## convicted_theft_of_motor_vehicles_etc 4.30926
## convicted_road_traffic_act_other_4 0.73685
## convicted_incorrect_explanation -3.77399
## convicted_document_forgery 2.64995
## convicted_breach_of_the_duty_of_identification 0.88946
## convicted_violation_in_prison -4.31013
## group1_mitigating_confession 2.84901
## group1_aggravating_other 1.79034
## group1_aggravating_repeated_offense 7.15465
## group1_aggravating_driving 0.29652
## group1_mitigating_processing_time -0.99568
## group1_aggravating_life_health 4.01600
## group1_mitigating_other 0.65496
## group1_aggravating_victim 2.72827
## group1_aggravating_threats 1.08735
## group1_aggravating_place 0.54269
## group1_aggravating_severe 2.71816
## group1_aggravating_preventative -0.33469
## group1_aggravating_violation 2.02065
## group1_aggravating_cumulative_offense 1.56025
## group1_aggravating_children 0.29451
## group1_aggravating_drugs 0.24029
## group1_mitigating_burden -2.20272
## group1_mitigating_cause -0.17492
## group1_aggravating_object -0.41637
## group1_mitigating_potential_rehabilitation -0.94183
## group1_mitigating_minor -2.73971
## case_district_courtAgder tingrett -0.42761
## case_district_courtBuskerud tingrett 0.06813
## case_district_courtFollo og Nordre Østfold tingrett -0.72876
## case_district_courtHaugaland og Sunnhordland tingrett -0.57306
## case_district_courtHelgeland tingrett -0.85496
## case_district_courtHordaland tingrett 0.13321
## case_district_courtIndre og Østre Finnmark tingrett -0.64074
## case_district_courtMidtre Hålogaland tingrett 0.46375
## case_district_courtMøre og Romsdal tingrett 0.23114
## case_district_courtNord-Troms og Senja tingrett -0.12625
## case_district_courtØstre Innlandet tingrett 0.12999
## case_district_courtRingerike, Asker og Bærum tingrett -0.39096
## case_district_courtRomerike og Glåmdal tingrett -0.24089
## case_district_courtSalten og Lofoten tingrett -0.42084
## case_district_courtSogn og Fjordane tingrett NA
## case_district_courtSøndre Østfold tingrett 0.27996
## case_district_courtSør-Rogaland tingrett -0.05048
## case_district_courtTelemark tingrett 0.14948
## case_district_courtTrøndelag tingrett 0.24319
## case_district_courtUnknown -0.16534
## case_district_courtVestfold tingrett -0.16332
## case_district_courtVestre Finnmark tingrett -0.08634
## case_district_courtVestre Innlandet tingrett 0.70632
## Pr(>|t|)
## (Intercept) 4.298e-04
## defendant_age 4.067e-03
## defendant_is_woman 2.125e-02
## defendant_some_foreign_background 7.981e-01
## defendant_log_net_income 1.679e-02
## case_is_not_oslo 7.697e-01
## defendant_is_married 7.184e-01
## judge_age 8.658e-04
## judge_is_woman 9.040e-01
## judge_some_foreign_background 1.624e-01
## judge_log_net_income 5.213e-01
## judge_is_married 6.438e-01
## convicted_stay_of_execution_.conditional_imprisonment_. 1.316e-02
## convicted_bodily_injury 1.194e-34
## convicted_drug_offense 1.806e-02
## convicted_illegal_arming_in_a_public_place 1.637e-02
## convicted_participation 2.284e-01
## convicted_courtesy 2.943e-03
## convicted_general_violation_of_traffic_act_1 1.708e-14
## convicted_drinking_within_six_hours_of_traffic_investigation 6.783e-01
## convicted_acquisition_possession_and_use_of_drugs 6.173e-02
## convicted_section_24_of_the_medicines_act_other 4.063e-02
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 1.374e-01
## convicted_road_traffic_act_other_1 6.587e-01
## convicted_violating_traffic_signage_act 6.878e-01
## convicted_temporary_suspension_of_driving_lisence 3.119e-13
## convicted_assault_and_battery 5.699e-01
## convicted_reckless_behavior 2.532e-01
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint 1.250e-05
## convicted_damage 2.233e-01
## convicted_threats 5.532e-02
## convicted_grievous_bodily_harm 4.194e-10
## convicted_serious_drug_offense 1.716e-22
## convicted_aggravated_assault 5.285e-07
## convicted_intention_of_committing_an_offens 5.421e-04
## convicted_theft 1.555e-01
## convicted_road_traffic_act_other_5 3.864e-03
## convicted_violating_basic_traffic_rules 6.440e-01
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. 8.994e-02
## convicted_obstruction_of_a_public_official 2.633e-01
## convicted_aggravated_theft 1.762e-07
## convicted_fraud 4.957e-01
## convicted_judgment_in_arrears 9.609e-01
## convicted_abuse_in_close_relationships 7.255e-20
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official 6.117e-08
## convicted_violation_of_police_act 4.757e-04
## convicted_serious_fraud 3.610e-12
## convicted_disorderly_conduct 1.774e-01
## convicted_minor_theft 9.407e-01
## convicted_unauthorized_entry_or_stay 6.329e-01
## convicted_theft_of_motor_vehicles_etc 7.192e-05
## convicted_road_traffic_act_other_4 4.656e-01
## convicted_incorrect_explanation 3.116e-04
## convicted_document_forgery 1.173e-02
## convicted_breach_of_the_duty_of_identification 3.771e-01
## convicted_violation_in_prison 1.210e-04
## group1_mitigating_confession 4.674e-03
## group1_aggravating_other 7.455e-02
## group1_aggravating_repeated_offense 6.305e-12
## group1_aggravating_driving 7.671e-01
## group1_mitigating_processing_time 3.204e-01
## group1_aggravating_life_health 8.115e-05
## group1_mitigating_other 5.148e-01
## group1_aggravating_victim 7.101e-03
## group1_aggravating_threats 2.787e-01
## group1_aggravating_place 5.881e-01
## group1_aggravating_severe 7.277e-03
## group1_aggravating_preventative 7.387e-01
## group1_aggravating_violation 4.478e-02
## group1_aggravating_cumulative_offense 1.215e-01
## group1_aggravating_children 7.690e-01
## group1_aggravating_drugs 8.105e-01
## group1_mitigating_burden 3.129e-02
## group1_mitigating_cause 8.615e-01
## group1_aggravating_object 6.789e-01
## group1_mitigating_potential_rehabilitation 3.530e-01
## group1_mitigating_minor 8.824e-03
## case_district_courtAgder tingrett 6.981e-01
## case_district_courtBuskerud tingrett 9.491e-01
## case_district_courtFollo og Nordre Østfold tingrett 5.101e-01
## case_district_courtHaugaland og Sunnhordland tingrett 5.880e-01
## case_district_courtHelgeland tingrett 4.334e-01
## case_district_courtHordaland tingrett 9.023e-01
## case_district_courtIndre og Østre Finnmark tingrett 5.502e-01
## case_district_courtMidtre Hålogaland tingrett 6.661e-01
## case_district_courtMøre og Romsdal tingrett 8.319e-01
## case_district_courtNord-Troms og Senja tingrett 9.058e-01
## case_district_courtØstre Innlandet tingrett 9.028e-01
## case_district_courtRingerike, Asker og Bærum tingrett 7.114e-01
## case_district_courtRomerike og Glåmdal tingrett 8.252e-01
## case_district_courtSalten og Lofoten tingrett 6.923e-01
## case_district_courtSogn og Fjordane tingrett NA
## case_district_courtSøndre Østfold tingrett 7.982e-01
## case_district_courtSør-Rogaland tingrett 9.629e-01
## case_district_courtTelemark tingrett 8.899e-01
## case_district_courtTrøndelag tingrett 8.233e-01
## case_district_courtUnknown 8.781e-01
## case_district_courtVestfold tingrett 8.808e-01
## case_district_courtVestre Finnmark tingrett 9.348e-01
## case_district_courtVestre Innlandet tingrett 5.134e-01
## CI Lower
## (Intercept) 2.330980
## defendant_age 0.001123
## defendant_is_woman -0.173816
## defendant_some_foreign_background -0.082836
## defendant_log_net_income -0.019900
## case_is_not_oslo -0.838704
## defendant_is_married -0.144039
## judge_age 0.002432
## judge_is_woman -0.063159
## judge_some_foreign_background -0.358210
## judge_log_net_income -0.144166
## judge_is_married -0.090189
## convicted_stay_of_execution_.conditional_imprisonment_. -0.253526
## convicted_bodily_injury 0.859462
## convicted_drug_offense 0.024034
## convicted_illegal_arming_in_a_public_place 0.038602
## convicted_participation -0.058058
## convicted_courtesy 0.128329
## convicted_general_violation_of_traffic_act_1 -0.691143
## convicted_drinking_within_six_hours_of_traffic_investigation -0.079401
## convicted_acquisition_possession_and_use_of_drugs -0.034964
## convicted_section_24_of_the_medicines_act_other -1.281563
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. -0.017696
## convicted_road_traffic_act_other_1 -0.798507
## convicted_violating_traffic_signage_act -0.567146
## convicted_temporary_suspension_of_driving_lisence 0.238493
## convicted_assault_and_battery -0.138213
## convicted_reckless_behavior -0.089863
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint 0.235755
## convicted_damage -0.057648
## convicted_threats -0.003060
## convicted_grievous_bodily_harm 0.874614
## convicted_serious_drug_offense 1.975711
## convicted_aggravated_assault 0.361459
## convicted_intention_of_committing_an_offens 0.189330
## convicted_theft -0.045711
## convicted_road_traffic_act_other_5 0.107658
## convicted_violating_basic_traffic_rules -0.085518
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. -0.151764
## convicted_obstruction_of_a_public_official -0.064158
## convicted_aggravated_theft 0.462229
## convicted_fraud -0.274758
## convicted_judgment_in_arrears -0.276636
## convicted_abuse_in_close_relationships 1.613870
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official -0.437342
## convicted_violation_of_police_act -0.436739
## convicted_serious_fraud 0.757288
## convicted_disorderly_conduct -0.275213
## convicted_minor_theft -0.260755
## convicted_unauthorized_entry_or_stay -0.258888
## convicted_theft_of_motor_vehicles_etc 0.306824
## convicted_road_traffic_act_other_4 -0.161119
## convicted_incorrect_explanation -0.716845
## convicted_document_forgery 0.108091
## convicted_breach_of_the_duty_of_identification -0.105736
## convicted_violation_in_prison -0.999354
## group1_mitigating_confession 0.035580
## group1_aggravating_other -0.008472
## group1_aggravating_repeated_offense 0.211419
## group1_aggravating_driving -0.075436
## group1_mitigating_processing_time -0.131533
## group1_aggravating_life_health 0.104250
## group1_mitigating_other -0.139671
## group1_aggravating_victim 0.065863
## group1_aggravating_threats -0.087042
## group1_aggravating_place -0.105276
## group1_aggravating_severe 0.061094
## group1_aggravating_preventative -0.157136
## group1_aggravating_violation 0.003926
## group1_aggravating_cumulative_offense -0.032088
## group1_aggravating_children -0.146515
## group1_aggravating_drugs -0.154310
## group1_mitigating_burden -0.436683
## group1_mitigating_cause -0.230341
## group1_aggravating_object -0.398624
## group1_mitigating_potential_rehabilitation -0.510175
## group1_mitigating_minor -0.523986
## case_district_courtAgder tingrett -1.019066
## case_district_courtBuskerud tingrett -0.795463
## case_district_courtFollo og Nordre Østfold tingrett -1.017428
## case_district_courtHaugaland og Sunnhordland tingrett -0.914138
## case_district_courtHelgeland tingrett -0.989989
## case_district_courtHordaland tingrett -0.872795
## case_district_courtIndre og Østre Finnmark tingrett -0.992716
## case_district_courtMidtre Hålogaland tingrett -0.650468
## case_district_courtMøre og Romsdal tingrett -0.839224
## case_district_courtNord-Troms og Senja tingrett -0.849211
## case_district_courtØstre Innlandet tingrett -0.760448
## case_district_courtRingerike, Asker og Bærum tingrett -0.839508
## case_district_courtRomerike og Glåmdal tingrett -0.950461
## case_district_courtSalten og Lofoten tingrett -0.909872
## case_district_courtSogn og Fjordane tingrett NA
## case_district_courtSøndre Østfold tingrett -0.853182
## case_district_courtSør-Rogaland tingrett -0.901145
## case_district_courtTelemark tingrett -0.839799
## case_district_courtTrøndelag tingrett -0.818992
## case_district_courtUnknown -0.909940
## case_district_courtVestfold tingrett -0.950944
## case_district_courtVestre Finnmark tingrett -0.919514
## case_district_courtVestre Innlandet tingrett -0.608885
## CI Upper
## (Intercept) 5.122680
## defendant_age 0.005889
## defendant_is_woman -0.014153
## defendant_some_foreign_background 0.063761
## defendant_log_net_income -0.001990
## case_is_not_oslo 1.017054
## defendant_is_married 0.099461
## judge_age 0.009011
## judge_is_woman 0.071417
## judge_some_foreign_background 0.064149
## judge_log_net_income 0.081627
## judge_is_married 0.055877
## convicted_stay_of_execution_.conditional_imprisonment_. -0.030373
## convicted_bodily_injury 1.099676
## convicted_drug_offense 0.253918
## convicted_illegal_arming_in_a_public_place 0.373724
## convicted_participation 0.240049
## convicted_courtesy 0.593637
## convicted_general_violation_of_traffic_act_1 -0.425029
## convicted_drinking_within_six_hours_of_traffic_investigation 0.121770
## convicted_acquisition_possession_and_use_of_drugs 1.217118
## convicted_section_24_of_the_medicines_act_other -0.033691
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 0.127846
## convicted_road_traffic_act_other_1 0.558237
## convicted_violating_traffic_signage_act 0.788409
## convicted_temporary_suspension_of_driving_lisence 0.402690
## convicted_assault_and_battery 0.076282
## convicted_reckless_behavior 0.336413
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint 0.595151
## convicted_damage 0.244127
## convicted_threats 0.268385
## convicted_grievous_bodily_harm 1.428057
## convicted_serious_drug_offense 2.592222
## convicted_aggravated_assault 0.748609
## convicted_intention_of_committing_an_offens 0.623391
## convicted_theft 0.283058
## convicted_road_traffic_act_other_5 0.544734
## convicted_violating_basic_traffic_rules 0.137861
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. 0.011113
## convicted_obstruction_of_a_public_official 0.232427
## convicted_aggravated_theft 0.937533
## convicted_fraud 0.134327
## convicted_judgment_in_arrears 0.263459
## convicted_abuse_in_close_relationships 2.084095
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official -0.209610
## convicted_violation_of_police_act -0.126751
## convicted_serious_fraud 1.246016
## convicted_disorderly_conduct 0.051594
## convicted_minor_theft 0.241866
## convicted_unauthorized_entry_or_stay 0.158531
## convicted_theft_of_motor_vehicles_etc 0.841298
## convicted_road_traffic_act_other_4 0.345930
## convicted_incorrect_explanation -0.221730
## convicted_document_forgery 0.809175
## convicted_breach_of_the_duty_of_identification 0.275388
## convicted_violation_in_prison -0.359796
## group1_mitigating_confession 0.194415
## group1_aggravating_other 0.178236
## group1_aggravating_repeated_offense 0.371836
## group1_aggravating_driving 0.102181
## group1_mitigating_processing_time 0.043207
## group1_aggravating_life_health 0.305158
## group1_mitigating_other 0.275977
## group1_aggravating_victim 0.411459
## group1_aggravating_threats 0.299835
## group1_aggravating_place 0.185030
## group1_aggravating_severe 0.385615
## group1_aggravating_preventative 0.111900
## group1_aggravating_violation 0.329365
## group1_aggravating_cumulative_offense 0.269871
## group1_aggravating_children 0.197617
## group1_aggravating_drugs 0.196919
## group1_mitigating_burden -0.021237
## group1_mitigating_cause 0.193046
## group1_aggravating_object 0.261648
## group1_mitigating_potential_rehabilitation 0.187171
## group1_mitigating_minor -0.079880
## case_district_courtAgder tingrett 0.779044
## case_district_courtBuskerud tingrett 0.834874
## case_district_courtFollo og Nordre Østfold tingrett 0.606891
## case_district_courtHaugaland og Sunnhordland tingrett 0.569175
## case_district_courtHelgeland tingrett 0.501175
## case_district_courtHordaland tingrett 0.950143
## case_district_courtIndre og Østre Finnmark tingrett 0.597783
## case_district_courtMidtre Hålogaland tingrett 0.915686
## case_district_courtMøre og Romsdal tingrett 0.971893
## case_district_courtNord-Troms og Senja tingrett 0.775951
## case_district_courtØstre Innlandet tingrett 0.835330
## case_district_courtRingerike, Asker og Bærum tingrett 0.615850
## case_district_courtRomerike og Glåmdal tingrett 0.817038
## case_district_courtSalten og Lofoten tingrett 0.657499
## case_district_courtSogn og Fjordane tingrett NA
## case_district_courtSøndre Østfold tingrett 1.014549
## case_district_courtSør-Rogaland tingrett 0.872947
## case_district_courtTelemark tingrett 0.926707
## case_district_courtTrøndelag tingrett 0.955665
## case_district_courtUnknown 0.814822
## case_district_courtVestfold tingrett 0.858756
## case_district_courtVestre Finnmark tingrett 0.860834
## case_district_courtVestre Innlandet tingrett 1.058301
## DF
## (Intercept) 6.819
## defendant_age 288.305
## defendant_is_woman 214.589
## defendant_some_foreign_background 293.753
## defendant_log_net_income 263.040
## case_is_not_oslo 2.739
## defendant_is_married 183.950
## judge_age 80.233
## judge_is_woman 295.658
## judge_some_foreign_background 21.028
## judge_log_net_income 5.850
## judge_is_married 215.931
## convicted_stay_of_execution_.conditional_imprisonment_. 103.457
## convicted_bodily_injury 151.342
## convicted_drug_offense 192.080
## convicted_illegal_arming_in_a_public_place 106.402
## convicted_participation 92.318
## convicted_courtesy 57.249
## convicted_general_violation_of_traffic_act_1 204.118
## convicted_drinking_within_six_hours_of_traffic_investigation 187.419
## convicted_acquisition_possession_and_use_of_drugs 10.147
## convicted_section_24_of_the_medicines_act_other 10.726
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 277.622
## convicted_road_traffic_act_other_1 4.448
## convicted_violating_traffic_signage_act 4.706
## convicted_temporary_suspension_of_driving_lisence 257.680
## convicted_assault_and_battery 217.556
## convicted_reckless_behavior 81.273
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint 106.517
## convicted_damage 110.277
## convicted_threats 145.812
## convicted_grievous_bodily_harm 36.597
## convicted_serious_drug_offense 65.017
## convicted_aggravated_assault 49.553
## convicted_intention_of_committing_an_offens 36.016
## convicted_theft 117.829
## convicted_road_traffic_act_other_5 91.157
## convicted_violating_basic_traffic_rules 150.584
## convicted_loss_of_the_right_to_drive_a_motor_vehicle. 129.282
## convicted_obstruction_of_a_public_official 111.213
## convicted_aggravated_theft 61.488
## convicted_fraud 68.993
## convicted_judgment_in_arrears 38.999
## convicted_abuse_in_close_relationships 44.288
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official 232.392
## convicted_violation_of_police_act 109.177
## convicted_serious_fraud 81.372
## convicted_disorderly_conduct 90.862
## convicted_minor_theft 90.916
## convicted_unauthorized_entry_or_stay 66.885
## convicted_theft_of_motor_vehicles_etc 52.661
## convicted_road_traffic_act_other_4 39.643
## convicted_incorrect_explanation 77.997
## convicted_document_forgery 37.433
## convicted_breach_of_the_duty_of_identification 63.250
## convicted_violation_in_prison 35.965
## group1_mitigating_confession 314.965
## group1_aggravating_other 262.475
## group1_aggravating_repeated_offense 303.986
## group1_aggravating_driving 256.483
## group1_mitigating_processing_time 242.073
## group1_aggravating_life_health 220.770
## group1_mitigating_other 64.853
## group1_aggravating_victim 155.362
## group1_aggravating_threats 141.165
## group1_aggravating_place 154.801
## group1_aggravating_severe 162.609
## group1_aggravating_preventative 78.745
## group1_aggravating_violation 182.418
## group1_aggravating_cumulative_offense 112.116
## group1_aggravating_children 102.846
## group1_aggravating_drugs 115.674
## group1_mitigating_burden 62.884
## group1_mitigating_cause 93.144
## group1_aggravating_object 51.556
## group1_mitigating_potential_rehabilitation 33.508
## group1_mitigating_minor 44.371
## case_district_courtAgder tingrett 2.966
## case_district_courtBuskerud tingrett 3.855
## case_district_courtFollo og Nordre Østfold tingrett 3.654
## case_district_courtHaugaland og Sunnhordland tingrett 5.832
## case_district_courtHelgeland tingrett 4.771
## case_district_courtHordaland tingrett 3.074
## case_district_courtIndre og Østre Finnmark tingrett 4.937
## case_district_courtMidtre Hålogaland tingrett 4.145
## case_district_courtMøre og Romsdal tingrett 3.046
## case_district_courtNord-Troms og Senja tingrett 3.914
## case_district_courtØstre Innlandet tingrett 4.023
## case_district_courtRingerike, Asker og Bærum tingrett 5.180
## case_district_courtRomerike og Glåmdal tingrett 2.986
## case_district_courtSalten og Lofoten tingrett 4.740
## case_district_courtSogn og Fjordane tingrett NA
## case_district_courtSøndre Østfold tingrett 2.908
## case_district_courtSør-Rogaland tingrett 3.011
## case_district_courtTelemark tingrett 3.271
## case_district_courtTrøndelag tingrett 3.042
## case_district_courtUnknown 3.360
## case_district_courtVestfold tingrett 2.961
## case_district_courtVestre Finnmark tingrett 4.707
## case_district_courtVestre Innlandet tingrett 4.703
##
## Multiple R-squared: 0.5421 , Adjusted R-squared: 0.5267
## F-statistic: NA on 98 and 561 DF, p-value: NA